{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Installing package into ‘/Users/sarthakdasadia/Library/R/3.3/library’\n",
      "(as ‘lib’ is unspecified)\n"
     ]
    }
   ],
   "source": [
    "install.packages('fGarch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(warn=-1)\n",
    "\n",
    "library(xts)\n",
    "library(Quandl)\n",
    "library(dplyr)\n",
    "library(plotly)\n",
    "library(lubridate)\n",
    "library(forecast)\n",
    "library(TSPred)\n",
    "library(fGarch)\n",
    "library(tseries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dowload data using Quandl API\n",
    "\n",
    "- The API will provide weekly data since 04/08/1990 \n",
    "- It will form a dataframe which needs to be reversed to in chronological order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'quarterly')\n",
    "monthly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'monthly')\n",
    "weekly_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'weekly')\n",
    "daily_data = Quandl(\"CHRIS/CME_NG1\", collapse = 'daily')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_data <- qurtly_data[rev(rownames(qurtly_data)),]\n",
    "monthly_data <- monthly_data[rev(rownames(monthly_data)),]\n",
    "weekly_data <- weekly_data[rev(rownames(weekly_data)),]\n",
    "daily_data <- daily_data[rev(rownames(daily_data)),]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>109</th><td>1990-06-30</td><td>1.510     </td><td>1.519     </td><td>1.510     </td><td>1.519     </td><td>NA        </td><td>1.519     </td><td> 80       </td><td> 467      </td></tr>\n",
       "\t<tr><th scope=row>108</th><td>1990-09-30</td><td>1.940     </td><td>1.960     </td><td>1.935     </td><td>1.935     </td><td>NA        </td><td>1.935     </td><td>159       </td><td>1187      </td></tr>\n",
       "\t<tr><th scope=row>107</th><td>1990-12-31</td><td>1.960     </td><td>1.960     </td><td>1.945     </td><td>1.950     </td><td>NA        </td><td>1.950     </td><td> 23       </td><td>1673      </td></tr>\n",
       "\t<tr><th scope=row>106</th><td>1991-03-31</td><td>1.396     </td><td>1.405     </td><td>1.396     </td><td>1.405     </td><td>NA        </td><td>1.405     </td><td>143       </td><td>1428      </td></tr>\n",
       "\t<tr><th scope=row>105</th><td>1991-06-30</td><td>1.190     </td><td>1.220     </td><td>1.160     </td><td>1.208     </td><td>NA        </td><td>1.208     </td><td>600       </td><td>1281      </td></tr>\n",
       "\t<tr><th scope=row>104</th><td>1991-09-30</td><td>1.922     </td><td>1.938     </td><td>1.922     </td><td>1.935     </td><td>NA        </td><td>1.935     </td><td> 95       </td><td>2972      </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t109 & 1990-06-30 & 1.510      & 1.519      & 1.510      & 1.519      & NA         & 1.519      &  80        &  467      \\\\\n",
       "\t108 & 1990-09-30 & 1.940      & 1.960      & 1.935      & 1.935      & NA         & 1.935      & 159        & 1187      \\\\\n",
       "\t107 & 1990-12-31 & 1.960      & 1.960      & 1.945      & 1.950      & NA         & 1.950      &  23        & 1673      \\\\\n",
       "\t106 & 1991-03-31 & 1.396      & 1.405      & 1.396      & 1.405      & NA         & 1.405      & 143        & 1428      \\\\\n",
       "\t105 & 1991-06-30 & 1.190      & 1.220      & 1.160      & 1.208      & NA         & 1.208      & 600        & 1281      \\\\\n",
       "\t104 & 1991-09-30 & 1.922      & 1.938      & 1.922      & 1.935      & NA         & 1.935      &  95        & 2972      \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 109 | 1990-06-30 | 1.510      | 1.519      | 1.510      | 1.519      | NA         | 1.519      |  80        |  467       | \n",
       "| 108 | 1990-09-30 | 1.940      | 1.960      | 1.935      | 1.935      | NA         | 1.935      | 159        | 1187       | \n",
       "| 107 | 1990-12-31 | 1.960      | 1.960      | 1.945      | 1.950      | NA         | 1.950      |  23        | 1673       | \n",
       "| 106 | 1991-03-31 | 1.396      | 1.405      | 1.396      | 1.405      | NA         | 1.405      | 143        | 1428       | \n",
       "| 105 | 1991-06-30 | 1.190      | 1.220      | 1.160      | 1.208      | NA         | 1.208      | 600        | 1281       | \n",
       "| 104 | 1991-09-30 | 1.922      | 1.938      | 1.922      | 1.935      | NA         | 1.935      |  95        | 2972       | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "    Date       Open  High  Low   Last  Change Settle Volume\n",
       "109 1990-06-30 1.510 1.519 1.510 1.519 NA     1.519   80   \n",
       "108 1990-09-30 1.940 1.960 1.935 1.935 NA     1.935  159   \n",
       "107 1990-12-31 1.960 1.960 1.945 1.950 NA     1.950   23   \n",
       "106 1991-03-31 1.396 1.405 1.396 1.405 NA     1.405  143   \n",
       "105 1991-06-30 1.190 1.220 1.160 1.208 NA     1.208  600   \n",
       "104 1991-09-30 1.922 1.938 1.922 1.935 NA     1.935   95   \n",
       "    Previous Day Open Interest\n",
       "109  467                      \n",
       "108 1187                      \n",
       "107 1673                      \n",
       "106 1428                      \n",
       "105 1281                      \n",
       "104 2972                      "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(qurtly_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Date</th><th scope=col>Open</th><th scope=col>High</th><th scope=col>Low</th><th scope=col>Last</th><th scope=col>Change</th><th scope=col>Settle</th><th scope=col>Volume</th><th scope=col>Previous Day Open Interest</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>6</th><td>2016-03-31</td><td>1.990     </td><td>2.028     </td><td>1.930     </td><td>1.963     </td><td>0.037     </td><td>1.959     </td><td>182878    </td><td>341940    </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>2016-06-30</td><td>2.863     </td><td>2.945     </td><td>2.851     </td><td>2.934     </td><td>0.061     </td><td>2.924     </td><td>160100    </td><td>215017    </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>2016-09-30</td><td>2.966     </td><td>2.977     </td><td>2.892     </td><td>2.903     </td><td>0.053     </td><td>2.906     </td><td>165713    </td><td>288471    </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2016-12-31</td><td>3.800     </td><td>3.857     </td><td>3.690     </td><td>3.744     </td><td>0.078     </td><td>3.724     </td><td> 96294    </td><td>169719    </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2017-03-31</td><td>3.199     </td><td>3.242     </td><td>3.163     </td><td>3.192     </td><td>0.001     </td><td>3.190     </td><td>112343    </td><td>308378    </td></tr>\n",
       "\t<tr><th scope=row>1</th><td>2017-06-30</td><td>3.049     </td><td>3.060     </td><td>3.012     </td><td>3.020     </td><td>0.010     </td><td>3.037     </td><td> 44524    </td><td> 21360    </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllll}\n",
       "  & Date & Open & High & Low & Last & Change & Settle & Volume & Previous Day Open Interest\\\\\n",
       "\\hline\n",
       "\t6 & 2016-03-31 & 1.990      & 2.028      & 1.930      & 1.963      & 0.037      & 1.959      & 182878     & 341940    \\\\\n",
       "\t5 & 2016-06-30 & 2.863      & 2.945      & 2.851      & 2.934      & 0.061      & 2.924      & 160100     & 215017    \\\\\n",
       "\t4 & 2016-09-30 & 2.966      & 2.977      & 2.892      & 2.903      & 0.053      & 2.906      & 165713     & 288471    \\\\\n",
       "\t3 & 2016-12-31 & 3.800      & 3.857      & 3.690      & 3.744      & 0.078      & 3.724      &  96294     & 169719    \\\\\n",
       "\t2 & 2017-03-31 & 3.199      & 3.242      & 3.163      & 3.192      & 0.001      & 3.190      & 112343     & 308378    \\\\\n",
       "\t1 & 2017-06-30 & 3.049      & 3.060      & 3.012      & 3.020      & 0.010      & 3.037      &  44524     &  21360    \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Date | Open | High | Low | Last | Change | Settle | Volume | Previous Day Open Interest | \n",
       "|---|---|---|---|---|---|\n",
       "| 6 | 2016-03-31 | 1.990      | 2.028      | 1.930      | 1.963      | 0.037      | 1.959      | 182878     | 341940     | \n",
       "| 5 | 2016-06-30 | 2.863      | 2.945      | 2.851      | 2.934      | 0.061      | 2.924      | 160100     | 215017     | \n",
       "| 4 | 2016-09-30 | 2.966      | 2.977      | 2.892      | 2.903      | 0.053      | 2.906      | 165713     | 288471     | \n",
       "| 3 | 2016-12-31 | 3.800      | 3.857      | 3.690      | 3.744      | 0.078      | 3.724      |  96294     | 169719     | \n",
       "| 2 | 2017-03-31 | 3.199      | 3.242      | 3.163      | 3.192      | 0.001      | 3.190      | 112343     | 308378     | \n",
       "| 1 | 2017-06-30 | 3.049      | 3.060      | 3.012      | 3.020      | 0.010      | 3.037      |  44524     |  21360     | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  Date       Open  High  Low   Last  Change Settle Volume\n",
       "6 2016-03-31 1.990 2.028 1.930 1.963 0.037  1.959  182878\n",
       "5 2016-06-30 2.863 2.945 2.851 2.934 0.061  2.924  160100\n",
       "4 2016-09-30 2.966 2.977 2.892 2.903 0.053  2.906  165713\n",
       "3 2016-12-31 3.800 3.857 3.690 3.744 0.078  3.724   96294\n",
       "2 2017-03-31 3.199 3.242 3.163 3.192 0.001  3.190  112343\n",
       "1 2017-06-30 3.049 3.060 3.012 3.020 0.010  3.037   44524\n",
       "  Previous Day Open Interest\n",
       "6 341940                    \n",
       "5 215017                    \n",
       "4 288471                    \n",
       "3 169719                    \n",
       "2 308378                    \n",
       "1  21360                    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tail(qurtly_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>109</li>\n",
       "\t<li>9</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 109\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 109\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 109   9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>327</li>\n",
       "\t<li>9</li>\n",
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      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 327\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 327\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 327   9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>6827</li>\n",
       "\t<li>9</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 6827\n",
       "\\item 9\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 6827\n",
       "2. 9\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 6827    9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dim(qurtly_data)\n",
    "dim(monthly_data)\n",
    "dim(daily_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub data rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_data_rate_limit`.\n"
     ]
    }
   ],
   "source": [
    "p1 <- plot_ly(daily_data, x = ~Date, y = ~Open, type = 'scatter', mode = 'lines') %>%\n",
    "        layout(title = \"Natural Gas Prices Chart\",\n",
    "         xaxis = list(title = \"Year\"),\n",
    "         yaxis = list (title = \"Price in US$ per Million BTU\"))\n",
    "p1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert the dataframe into a time series and check properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "qurtly_ts <- ts(qurtly_data$Open, frequency=4, start = decimal_date(ymd(\"1990-06-30\")))\n",
    "monthly_ts <- ts(log(monthly_data$Open))\n",
    "daily_ts <- ts(log(daily_data$Open))\n",
    "\n",
    "#gas_ts <- ts(log(gas_data$Open), frequency=12, start=decimal_date(ymd(\"1990-04-30\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IWWze9OmMEj8QhScKR2aAIm0CcCTpD6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Ei6X4xi+jm5yrKesbtZltkQj0pYME0xdJJ0r/KD1ZGrVv6Z/nSSeMfuj3yQSoFL6R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\nAggggAACCPSCwP8H0cAkPblsk5kAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Decompose time series\n",
    "\n",
    "decomp = stl(qurtly_ts, s.window=\"periodic\")\n",
    "plot(decomp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We clearely see seasonality in the residual plot. For Time Series analysis, we need to convert it into a stationary series.\n",
    "\n",
    "The ***augmented Dickey-Fuller (ADF)*** test is a formal statistical test for stationarity. The null hypothesis assumes that the series is non-stationary. ADF procedure tests whether the change in Y can be explained by lagged value and a linear trend. If contribution of the lagged value to the change in Y is non-significant and there is a presence of a trend component, the series is non-stationary and null hypothesis will not be rejected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tAugmented Dickey-Fuller Test\n",
       "\n",
       "data:  qurtly_ts\n",
       "Dickey-Fuller = -1.7956, Lag order = 4, p-value = 0.6614\n",
       "alternative hypothesis: stationary\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adf.test(qurtly_ts, alternative = \"stationary\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This means that the series is not stationary. Usually, non-stationary series can be corrected by a simple transformation such as differencing. Differencing the series can help in removing its trend or cycles. The idea behind differencing is that, if the original data series does not have constant properties over time, then the change from one period to another might. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tAugmented Dickey-Fuller Test\n",
       "\n",
       "data:  qurtly_dff1\n",
       "Dickey-Fuller = -6.1425, Lag order = 4, p-value = 0.01\n",
       "alternative hypothesis: stationary\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LWgEEgCBCAAAQgMmgAzSIMufjIPAQi0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\n8hWSX9w9qkUkihykUH7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GOkH0n3SrY7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Hjy2WgLu6z5PWlhz2Zdr2BSnUgZKgm17I94002FM14zp1dljRYHqd9s07SHUbO7OS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\nBCAAAQhAAAIQgAAEIAABCEAAAj0h8P8AYPEDkf26OT0AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qurtly_dff1 = diff(qurtly_ts, differences = 1)\n",
    "adf.test(qurtly_dff1, alternative = \"stationary\")\n",
    "\n",
    "plot(qurtly_dff1, ylab=\"Residual\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. \n",
       "-6.0840 -0.4763  0.0480  0.0137  0.5268  7.0040 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(qurtly_dff1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mean is close to 0 and Dickey-Fuller Test suggests that the null hypothesis can be rejected. That is TS is close to being a stationary and differencing parameter ***d = 1***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Autocorrelations and Choosing Model Order ***\n",
    "\n",
    "Autocorrelation plots (also known as ACF or the auto correlation function) are a useful visual tool in determining whether a series is stationary. These plots can also help to choose the order parameters for ARIMA model. If the series is correlated with its lags then, generally, there are some trend or seasonal components and therefore its statistical properties are not constant over time.\n",
    "\n",
    "ACF plots display correlation between a series and its lags. In addition to suggesting the order of differencing, ACF plots can help in determining the order of the MA (q) model. Partial autocorrelation plots (PACF), as the name suggests, display correlation between a variable and its lags that is not explained by previous lags. PACF plots are useful when determining the order of the AR(p) model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AEIQAACxQggkIoRYjsEIAABCEAAAhCA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\nuyjlcJRD7DRfzIMPPuj09j6McVfWd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C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\ne5U4krdO478Upq7ECfJAKUV3paZwR4WAa1wqfZO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Q3Lq6S/LqBlpnDHXPjjomuPXWW82/vA40dFVO3XBn6kWvuWUUcphuWNXVRl2J+/Of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\n06tXryb3HGUarnnr2RjPPfecWblypRkwYIB/9ryPmMA333xjn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AujfIn9Rr0GmnnWa23HJLo3bhm266qX9wTu/1I9ABqiom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\nYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Inspect ACF and PACF\n",
    "\n",
    "ggtsdisplay(qurtly_ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Auto-correlation of residual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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giIgAiIgAiIgAiIgAiIQHECrV2DVBzB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\nzxyBGpiNH+ZE+ap4LnCxY7adMN9JTGBgVhomrdKOGRQrE/5Gva8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CbdCJ2Kxplbf1wx/+0Gf33//93z7iFkIIUXyUeiOAzy8KLUIkrnWr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\n3upDuvJON11zqVcX9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CU1QkFAEEEEAAAQQQQAABBAotQIBUaGHWjwACCCCAAAII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nuk+dch6PsfewBZW1vraj9aXV1tHHQf5PZ3Z29Rrqmpcb0Okwgf/Bf0+pAPQj+0R9tv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\nui8aAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggtsdisplay(qurtly_dff1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are significant auto correlations at lag 3 and 11 and beyond. Partial correlation plots show a significant spike at lag 3 and 9. This suggests that we might want to test models with AR or MA components of order 3, 9, or 11. A spike at lag 3 might suggest that there is a seasonal pattern present, perhaps a season in a year. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "arima(x = qurtly_ts, order = c(11, 1, 3))\n",
       "\n",
       "Coefficients:\n",
       "          ar1      ar2     ar3      ar4      ar5     ar6    ar7      ar8\n",
       "      -0.3641  -0.2147  0.2839  -0.1840  -0.0326  0.0568  0.038  -0.0652\n",
       "s.e.   0.2104   0.2272  0.2351   0.1527   0.1613  0.1475  0.127   0.1165\n",
       "          ar9    ar10    ar11     ma1     ma2      ma3\n",
       "      -0.0296  0.1961  0.2732  0.1946  0.0435  -0.6926\n",
       "s.e.   0.1120  0.1110  0.0963  0.2050  0.1983   0.1823\n",
       "\n",
       "sigma^2 estimated as 1.414:  log likelihood = -173.18,  aic = 376.37"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OZmxt+ijUpBs+zq2K6CfGVTbk9EOkr7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\nQIAAAQIECBAgQKBfAv8/RAHoyMreaoUAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit_qurtly = arima(qurtly_ts, order=c(11,1,3))\n",
    "fit_qurtly\n",
    "\n",
    "tsdisplay(residuals(fit_qurtly), lag.max=15, main='Model Residuals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAA\nAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg\nAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQGAYge6wneybKYGTdLalMz0jJ4MABCAAAQhAAAIQgEA5BB5QMd8qp6hqS0Eg\nVcs/nN3i6JthgyUEIAABCEAAAhCAAAQaSMD3tI0XSUsaCL6NVQ6Ro73VOKtvDAIQgAAEIAAB\nCEAAAk0hsEwVXS/3svGGQKpXF1ocIZDq1SfUBgIQgAAEIAABCEAgIQKLEmorTYUABCAAAQhA\nAAIQgAAEIDCUAAJpKB52QgACEIAABCAAAQhAAAIpEUAgpdTbtBUCEIAABCAAAQhAAAIQGEoA\ngTQUDzshAAEIQAACEIAABCAAgZQIIJBS6m3aCgEIQAACEIAABCAAAQgMJYBAGoqHnRCAAAQg\nAAEIQAACEIBASgQQSCn1Nm2FAAQgAAEIQAACEIAABIYSQCANxcNOCEAAAhCAAAQgAAEIQCAl\nAgiklHqbtkIAAhCAAAQgAAEIQAACQwkgkIbiYScEIAABCEAAAhCAAAQgkBIBBFJKvU1bIQAB\nCEAAAhCAAAQgAIGhBBBIQ/GwEwIQgAAEIAABCEAAAhBIiQACKaXepq0QgAAEIAABCEAAAhCA\nwFACCKSheNgJAQhAAAIQgAAEIAABCKREAIGUUm/TVghAAAIQgAAEIAABCEBgKAEE0lA87IQA\nBCAAAQhAAAIQgAAEUiKAQEqpt2krBCAAAQhAAAIQgAAEIDCUAAJpKB52QgACEIAABCAAAQhA\nAAIpEUAgpdTbtBUCEIAABCAAAQhAAAIQGEoAgTQUDzshAAEIQCBBAseqzfsk2G6aDAEIQAAC\nIoBA4jKAAAQgAAEILCTwL9p808IktiAAAQhAIBUCCKRUepp2QgACEIBAXgJ7KeN+eTOTDwIQ\ngAAE2kUAgdSu/qQ1EIAABCAwOYGlKmLvyYuhBAhAAAIQaCIBBFITe406QwACEIDANAkgkKZJ\nl7IhAAEI1JwAAqnmHUT1IAABCEBg5gSW6YxEkGaOnRNCAAIQqAcBBFI9+oFaQAACEIBAfQg4\nguTnkDAIQAACEEiQAAIpwU6nyRCAAAQgMJQAQ+yG4mEnBCAAgXYTQCC1u39pHQQgAAEIFCfA\nELvizDgCAhCAQGsIIJBa05U0BAIQgAAESiLQVTk8g1QSTIqBAAQg0DQCCKSm9Rj1hQAEIACB\naRLw8LrFcgTSNClTNgQgAIEaE0Ag1bhzqBoEIAABCMycgIfX2VbMLfiEAAQgAIHUCCCQUutx\n2gsBCEAAAsMIOIJk8/cjM9ntRMEHBCAAgbQIIJDS6m9aCwEIQAACwwkEgeRcDLMbzoq9EIAA\nBFpJAIHUym6lURCAAAQgMCaBMMTOhyOQxoTIYRCAAASaTACB1OTeo+4QgAAEIFA2ASJIZROl\nPAhAAAINI4BAaliHUV0IQAACEJgqAQTSVPFSOAQgAIH6E0Ag1b+PqCEEIAABCMyOQDzEjkka\nZsedM0EAAhCoDQEEUm26gopAAAIQgEANCIQI0ibVhWeQatAhVAECEIDArAkgkGZNnPNBAAIQ\ngECdCQSBdJcqiUCqc09RNwhAAAJTIoBAmhJYioUABCAAgUYSQCA1stuoNAQgAIHyCCCQymNJ\nSRCAAAQg0HwC4Rmke9UUIkjN709aAAEIQKAwAQRSYWQcAAEIQAACLSbgCNIW+T1yJmlocUfT\nNAhAAAKDCCCQBpEhHQIQgAAEUiQQBNJ6NZ4IUopXAG2GAASSJ4BASv4SAAAEIAABCEQEPMTu\nATkCKYLCKgQgAIGUCCCQUupt2goBCEAAAqMIhAjSBmUkgjSKFvshAAEItJAAAqmFnUqTIAAB\nCEBgbAJBIBFBGhshB0IAAhBoNgEEUrP7j9pDAAIQgEC5BOIhdkzSUC5bSoMABCDQCAIIpEZ0\nE5WEAAQgAIEZESCCNCPQnAYCEIBAXQkgkOraM9QLAhCAAASqIIBAqoI654QABCBQIwIIpBp1\nBlWBAAQgAIHKCcRD7JikofLuoAIQgAAEZk8AgTR75pwRAhCAAATqSyBEkDyL3Qp5t75VLaVm\ni1XKWfIlpZRGIRCAAARaQACB1IJOpAkQgAAEIFAagSCQPIudvyPbPlHDsWrjB+WPkGMQgAAE\nICACCCQuAwhAAAIQgMA8AQ+x2yK3QLK1XSCtnGtmZ3lvyQICEIBA8gQQSMlfAgCAAAQgAIGI\ngCNID8iDQGr7c0hBIO0RMWAVAhCAQNIEEEhJdz+NhwAEIACBDIF4iJ13pSKQHDnDIAABCEBA\nBBBIXAYQgAAEIACBeQJBIG3sJSGQ5tmwBgEIQCAJAgikJLqZRkIAAhCAQE4CYZrv7crvmewQ\nSDnBkQ0CEIBAWwggkNrSk7QDAhCAAATKIBAiSC7LzyGlMkkDQ+zKuHooAwIQaAUBBFIrupFG\nQAACEIBASQSyAokIUklgKQYCEIBAUwggkJrSU9QTAhCAAARmQSAMsfO5HEFCIM2COueAAAQg\nUCMCCKQadQZVgQAEIACBygnEESSeQaq8O6gABCAAgdkTQCDNnjlnhAAEIACB+hKIBVJKESTe\ng1Tfa5KaQQACMyaAQJoxcE4HAQhAAAK1JpAdYsckDbXuLioHAQhAoHwCCKTymVIiBCAAAQg0\nl0CqESRmsWvuNUvNIQCBkgkgkEoGSnEQgAAEINBoAgikRncflYcABCAwOQEE0uQMKQECEIAA\nBNpDIDvEjlns2tO3tAQCEIBALgIIpFyYyAQBCEAAAokQiCNIzGKXSKfTTAhAAAIxAQRSTIN1\nCEAAAhBInUAskFKaxY5nkFK/8mk/BCCwiwACaRcKViAAAQhAAAIdC4UtPQ4WSMxix0UBAQhA\nIDECCKTEOpzmQgACEIDAUAKOID3Qy5FCBGmF2rpRznuQep3OAgIQgAACiWsAAhCAAAQgME8g\nO8RupXZ153e3bs3tu1vOELvWdS0NggAExiWAQBqXHMdBAAIQgEAbCcQCyZM0WBy1eZjdcrUP\ngdTGK5k2QQACYxNAII2NjgMhAAEIQKCFBLLTfLuJbZ3q28LPAhCB5F7GIAABCPQIIJC4FCAA\nAQhAAALzBOIIkp9BsrU1guThdTYE0hwHPiEAAQjsJIBA4kKAAAQgAAEIzBPoJ5DaGkFCIM33\nO2sQgAAEdhFAIO1CwQoEIAABCEBg52QFYRY7z+62Q45A4sKAAAQgkBABBFJCnU1TIQABCEBg\nJAE/kxPeg7Rd6/fJEUgjsZEBAhCAQHsIIJDa05e0BAIQgAAEJiOwRIfbg0ByaW1+F5KH2DlC\n5jbyHiRBwCAAAQiYAAKJ6wACEIAABCAwRyC8CygMsXOqxUObJ2lw++6Xh7ZrFYMABCCQNgEE\nUtr9T+shAAEIQGCegCdosKUUQfIQQgtCBJJ7HoMABCAgAggkLgMIQAACEIDAHIEUBZInokAg\n8RcAAQhAICKAQIpgsAoBCEAAAkkTCFGU7BC7Nk/SQAQp6UuexkMAAv0IIJD6USENAhCAAARS\nJNAvgrRBINoukHgGKcWrnTZDAAIDCSCQBqJhBwQgAAEIJEagn0Bq+yx2RJASu8hpLgQgMJoA\nAmk0I3JAAAIQgEAaBMIQu+wkDW2dxW6FuhWBlMa1TSshAIECBBBIBWCRFQIQgAAEWk0gRJBS\nfAZpcat7lsZBAAIQKEAAgVQAFlkhAAEIQKDVBIJAykaQ2v4MkgWhBVKIoLW6k2kcBCAAgVEE\nEEijCLEfAhCAAARSIdBPIKUwSUOImCGQUrnSaScEIDCUAAJpKB52QgACEIBAQgSCQNgetTmV\nSRrc5ND+qPmsQgACEEiPAAIpvT6nxRCAAAQg0J+AI0hbex5yWCC1dZKGlWpbmKTB7UUgmQIG\nAQgkTwCBlPwlAAAIQAACEOgRsECKnz9ysgWShUTXGy2zIJD8HiQbAmmOA58QgEDiBBBIiV8A\nNB8CEIAABHYRsEAIz+OERAski6M2RpGCQAptRiCFXmcJAQgkTQCBlHT303gIQAACEIgI9Isg\neZIGWxtnskMgzfUtnxCAAAQWEEAgLcDBBgQgAAEIJEygn0ByBMmWgkDaY66pfEIAAhBImwAC\nKe3+p/UQgAAEIDBPYNAQO+do4xC7PdUuJmmY73/WIAABCOwkgEDiQoAABCAAAQjMEegXQbKA\n2CFvWwRpudq0RO72hWnNeQZJMDAIQAACCCSuAQhAAAIQgMAcgX4CyeKojS+L9fNHto1yT9Kw\nTY5AEgQMAhCAAAKJawACEIAABCAwR6DfEDvv8XNIbYsgBYHkCJLNIgmBtBMFHxCAQOoEEEip\nXwG0HwIQgAAEAoF+ESTva3MEKQgkvwsJgRSuBJYQgEDSBBBISXc/jYcABCAAgYjAIIFEBCmC\nxCoEIACBthNAILW9h2kfBCAAAQjkJeAIypY+mS2Q2jaL3YpeOzf1lgyx69PxJEEAAmkSQCCl\n2e+0GgIQgAAEdifgCJKFQtbaGkGyOPLkDDa3m/cg7UTBBwQgkDoBBFLqVwDthwAEIACBQCC1\nIXbh+SO3nwhSuApYQgACyRNAICV/CQAAAhCAAAR6BAYJpLZO0oBA4tKHAAQg0IcAAqkPFJIg\nAAEIQCBJAqlN841ASvIyp9EQgMAoAgikUYTYDwEIQAACqRAYFEFq4yQNfg8SAimVK5t2QgAC\nhQggkArhIjMEIAABCLSYwDCB1MYXxcYCifcgtfjCpmkQgEAxAgikYrzIDQEIQAAC7SXAELv2\n9i0tgwAEIJCbAAIpNyoyQgACEIBAywkMiiAxSUPLO57mQQACEIgJIJBiGqxDAAIQgEDKBAYJ\npLa+BykeYsd7kFK+8mk7BCCwgAACaQEONiAAAQhAIGECw4bYrRCXbovYMElDizqTpkAAAuUS\nQCCVy5PSIAABCECguQSGRZAsjvZqbtN2qzkCaTckJEAAAhCYI4BA4kqAAAQgAAEIzBEYJpCc\no00z2VkgbZxr9s5PD7FzBA2DAAQgkDwBBFLylwAAIAABCECgR2DYEDtnaZtAyj6DhEDiTwEC\nEICACCCQuAwgAAEIQAACcwQGRZA8i52tzQKJ9yDN9TGfEIAABBBIXAMQgAAEIACBHoFBAsmR\nlh3yNgskhtjxZwABCECgR4AIEpcCBCAAAQhAYI6Ah5ht6QPD4shRpDZN0uBZ+Rhi16ezSYIA\nBCCAQOIagAAEIAABCMwRcATJkZR+1rZ3IfWbxW6Pfg0nDQIQgEBqBBBIqfU47YUABCAAgUEE\nBg2xc/42CSR/91sMEUFyz2IQgAAEMgQQSBkgbEIAAhCAQLIEhgkkD7FryzNIYaggAinZS52G\nQwACwwggkIbRYR8EIAABCKREYNA032bQpgiSh9fZEEhzHPiEAAQgsIAAAmkBDjYgAAEIQCBh\nAsMiSBZIIfLSdEQIpKb3IPWHAASmSgCBNFW8FA4BCEAAAg0iMEogtWWIXT+BxHuQGnShUlUI\nQGC6BBBI0+VL6RCAAAQg0BwCDLFrTl9RUwhAAAJTI4BAmhpaCoYABCAAgYYR8Hdiv/cguRlt\nmqTBEaStmbbyolj3MgYBCEBABBBIXAYQgAAEIACBTmexICyRDxJIbZukwYIvNgsk3oMUE2Ed\nAhBIlgACKdmup+EQgAAEIBAR8PA627AXxbZpkoZ4BrvQ7sBgJwg+IAABCKRKAIGUas/TbghA\nAAIQiAl4ggZbKhGkfgLJUTQMAhCAQPIEEEjJXwIAgAAEIAABERglkNYpz74tIeVnkDZm2uLI\nWVfOMLsMGDYhAIH0CCCQ0utzWgwBCEAAArsTCMPLBg2x8zM7YXrs3Y9uVorb0S+C5FYEDs1q\nEbWFAAQgUCIBBFKJMCkKAhCAAAQaS2BUBMkRlz0b27qFFe8nkPweJBsCaY4DnxCAQMIEEEgJ\ndz5NhwAEIACBXQRGCSRHXPyduXzXEc1d6SeQQuQMgdTcfqXmEIBASQQQSCWBpBgIQAACEGg0\ngSAMBk3SEJ7ZacMwuxXqKYbYNfpypfIQgMA0CSCQpkmXsiEAAQhAoCkEQgQpRFKy9Q4CyeKi\n6TYsgsQkDU3vXeoPAQhMTACBNDFCCoAABCAAgRYQCAJpVASp7QIpRNJa0KU0AQIQgMB4BBBI\n43HjKAhAAAIQaBcBBNJcfyKQ2nVd0xoIQGAMAgikMaBxCAQgAAEItI5AEAbbB7RsUy+dCNIA\nQCRDAAIQaAsBBFJbepJ2QAACEIDAJAQcQdomHzTEzul+PqkNkzT0ewZpq9pmC0JxbotPCEAA\nAgkSQCAl2Ok0GQIQgAAEdiNggTRIHIXMnqihrRGkIA4RSKG3WUIAAskSQCAl2/U0HAIQgAAE\nIgIWBoNmsAvZ2iyQ3Ea3H4EUepslBCCQLAEEUrJdT8MhAAEIQCAikHoEySgQSNEFwSoEIJAu\nAQRSun1PyyEAAQhAYJ5ASgJpTzU7+6JYk7BA4j1IJoFBAAJJE0AgJd39NB4CEIAABHoE8gyx\ns6ho+jNIrr+/+wcJJIbY9S4IFhCAQLoEEEjp9j0thwAEIACBeQJ5I0hNn8Uu1B+BNN/3rEEA\nAhBYQACBtAAHGxCAAAQgkCiBvAKp6RGkIJA84UTWeAYpS4RtCEAgSQIIpCS7nUZDAAIQgECG\nQJ4hdm2YxS4IJCJImQuATQhAAAKBAAIpkGAJAQhAAAIpE0gtgtRPIN2vC4BnkFL+K6DtEIDA\nTgIIJC4ECEAAAhCAQKeTRyBZVLRhiN0OtWNTn05niF0fKCRBAALpEUAgpdfntBgCEIAABHYn\n4MjJlt2TF6R4iF0YorZgR4M2LPDcDoukrCGQskTYhgAEkiSAQEqy22k0BCAAAQhkCDiCZIEw\nzNryDFK/4XVut9vPe5CGXQHsgwAEkiCAQEqim2kkBCAAAQiMIJBniF0KAolnkEZcKOyGAATa\nTwCB1P4+poUQgAAEIDCaAAJpLoKEQBp9rZADAhBoOQEEUss7mOZBAAIQgEAuAhYGDLFjFrtc\nFwuZIACBdhNAILW7f2kdBCAAAQjkI5AnguRnd5o+SYPrP+wZJCJI+a4XckEAAi0mgEBqcefS\nNAhAAAIQyE0gj0Bq+zNIvAcp9+VCRghAoM0EEEht7l3aBgEIQAACeQnkHWK3Z94Ca5qPCFJN\nO4ZqQQAC9SGAQKpPX1ATCEAAAhCojkDeCNJiVbHJU2EjkKq7xjgzBCDQEAIIpIZ0FNWEAAQg\nAIGpEsgrkFwJv2y1qTZKIDVZ/DW1T6g3BCBQMwIIpJp1CNWBAAQgAIFKCOQZYhcmN2izQGKS\nhkouP04KAQjUiQACqU69QV0gAAEIQKAqAkUiSI7CNNVGRZAQSE3tWeoNAQiURgCBVBpKCoIA\nBCAAgQYTKCKQmh5B8mx8/czvgUIg9SNDGgQgkBSBJUm1dq6x+2uxr9zjrDfI75GHYRNaxSAA\nAQhAIEECeYbYBWHRdIE06DsPgZTghU+TIQCB3QmkEkH6ITX9g/Lb5HfJr5FfLr9RbpF0lfz9\n8oPlGAQgAAEIpEcgTwRpi7Bsk7dVIPEepPSue1oMAQj0IZBCBOmtavfv9Np+vZb/K7dIsjBy\nJOkA+ZHy18tfLn+T/ONyDAIQgAAE0iGQRyCZhr872iqQiCClc73TUghAYAiBtgukV6rtFkef\nk/+W/GJ5P+sq8eny98o/Jr9WfpEcgwAEIACBNAh4iJ0jRKPMw+yaPEmDxR1D7Eb1MvshAIGk\nCbR9iN1L1LtXy70cJI58AeyQXyD/Yfl6+U/KMQhAAAIQSIeAI0iOoIwyC6SmRpDcRvswgcR7\nkEZdAeyHAARaT6DtAulE9aCH1HlcdR67W5kukx+RJzN5IAABCECgNQQsHPJGkJoqkELka5hA\nciQNgwAEIJA0gbYLpFvUu0+Q+4svj3mGO4sqT+CAQQACEIBAOgQQSHMRNARSOtc8LYUABAYQ\naLtA+ju1+wT5/5OfPICBk8MzSH5Wyb8MftqJGAQgAAEIJEPAwqDtQ+yIICVzOdNQCEBgEgJt\nn6Th44JziPx35S+S3yS/UX6nfJ18H7lnsTtK/iD5Vvmb5V+VYxCAAAQgkA6BvBEkD08LQqNp\ndEK9hw2xW9y0RlFfCEAAAmUTaLtA8uQL75P/m/z35KfKs5EkP3B7s9wz2P2J/AZ5GbaXCsnL\n13kxCEAAAhCojkBegdTkSRpGCaTwvO5ydcPm6rqCM0MAAhColkDeG/hqazn52T2T3at6xThq\n5Pcf+QvgNvm98rLtOBX4fbmH7hWxtg95LMKCvBCAAARmSSCVIXYWQX7ZbT8LQwzNAoHUjxBp\nEIBAEgRSEUhxZ3ponX2adqUKf5TcXzJ57GXK9FY5Qxvy0CIPBCAAgfIJ+AeqvLPYHVz+6WdS\noiNIg4bXuQKxQJpJhTgJBCAAgToSSFEgzaofvlfgRE8qkJesEIAABCBQLgGLo1SG2OURSLwL\nqdzri9IgAIGGEWBIV8M6jOpCAAIQgEDpBEK0P0RQhp3AAqPJ70HKI5ACj2Ec2AcBCECgtQTa\nHkE6Wz3nZ46K2kU6wC+YxSAAAQhAoP0EHD2y5R1iFyY7mDuqOZ8MsWtOX1FTCECgQgJtF0hv\nENvHjcH3XB2DQBoDHIdAAAIQaCCBogKpyREkz8I3yEIEjQjSIEKkQwACSRBou0B6vnrxX+VP\nlnuq7w/J89gVeTKRBwIQgAAEWkEgCIIgEIY1qsnTfO+thq0f0rjQ/sBjSFZ2QQACEGgvgbYL\npFvVdc+Uf0VusfQ78kvkGAQgAAEIQCAQSCWCtL8afFdodJ+lpwC3IZDmOPAJAQgkSiCFSRr8\nD/+sXv/+WaL9TLMhAAEIQGAwgSICqcmTNPgdgMPe/be1hwiBNPhaYQ8EIJAAgRQEkrtxjfw3\n5Z6w4TFyDAIQgAAEIBAIBEGQd5KGpj6DNEog7RAQD7MLPAIflhCAAASSIpCKQHKnvld+ovzb\n3sAgAAEIQAACPQIhghSewRkGxs8geXh6E0XEKIHkdpsB70EyCQwCEEiWQEoCKdlOpuEQgAAE\nIDCUQBBIeSNILqyJUaS8AqmJ4m9oB7MTAhCAQBECCKQitMgLAQhAAAJtJIBAmu9VhtjNs2AN\nAhBIlAACKdGOp9kQgAAEILCLQIiY5B1i5wOJIO3CxwoEIACBdhFAILWrP2kNBCAAAQgUJxAi\nSNtzHOpZ7Gwr5xaN+fRzU3vKh81i58YQQTIFDAIQSJoAAinp7qfxEIAABCAgAhZI4R1Ao4B4\nkgZb0yJIfgeSbZRAMocQUdt5AB8QgAAEUiOAQEqtx2kvBCAAAQhkCVgQ5Ble5+Ocz5Gmpgkk\nT9BgGyWQiCDNceITAhBImAACKeHOp+kQgAAEILCTgCNIeWawC7ia+LJYBFLoPZYQgAAERhBA\nII0AxG4IQAACEGg9gaICycPsmhhB8otgN4zoTUeQeA/SCEjshgAE2k0AgdTu/qV1EIAABCAw\nmkCRIXYurakRJA+vs0gaZgyxG0aHfRCAQBIEEEhJdDONhAAEIACBIQTGiSA1bRa7PC+JNSIE\n0pALhV0QgEAaBBBIafQzrYQABOpH4I2q0on1q1aSNXIEqcgzSE0dYjdqggZ3PgIpyT8BGg0B\nCMQE/F4EDAIQgAAEZk/gTTqlb8wvm/2pOWOGgCNIFgZ5rakC6Z4cDUQg5YBEFghAoN0EiCC1\nu39pHQQgUF8CfmmnHauewDhD7Jo4SUOeCBLvQar+eqQGEIBAxQQQSBV3AKeHAASSJYBAqk/X\nFxVITZ6kYRR1IkijCLEfAhBoPQEEUuu7mAZCAAI1JYBAqk/HjPMMEpM01Kf/qAkEIACBUgkg\nkErFSWEQgAAEchNYrpwMscuNa6oZU3kGKc8QO0eQeA/SVC83CocABOpOAIFU9x6ifhCAQBsJ\nWBx15QikevRu0SF2TZ2kIa9AckQNgwAEIJAsAQRSsl1PwyEAgQoJBGEUlhVWhVOLAAJp/jLg\nGaR5FqxBAAKJEkAgJdrxNBsCEKiUQBBGYVlpZTj5zunWLQzyGhGkvKTIBwEIQKCBBBBIDew0\nqgwBCDSeQBBGYdn4BjW8AUUjSJ7FrmmTNOynOjPEruEXKtWHAARmQwCBNBvOnAUCEIBATCAI\no7CM97E+ewJFBVLTIkh+Kbyfe8sjkHgP0uyvP84IAQjUjAACqWYdQnUgAIEkCISXjCKQ6tHd\nnpSgzUPs9u9hziOQeAapHtcktYAABCokgECqED6nhgAEkiUQhFFYJguiJg1vewRp3x5nBFJN\nLjiqAQEI1JsAAqne/UPtIACBdhIIwigs29nK5rQKgTTfV44g8R6keR6sQQACCRJAICXY6TQZ\nAhConEAQRmFZeYUSr0DRIXaepMGiys/2NMEcQdoh35CjsgyxywGJLBCAQLsJIJDa3b+0DgIQ\nqCeBIIzCs0j1rGU6tRongmQ6TZnJzgLJw+sskkYZAmkUIfZDAAKtJ4BAan0X00AIQKCGBIJA\nCssaVjGpKo0rkJoicINAytOpCKQ8lMgDAQi0mgACqdXdS+MgAIGaEgjCyEO0Fte0jilVq+gQ\nO0/zbWuSQLpnrsojPxFIIxGRAQIQaDsBBFLbe5j2QQACdSRggbS1V7Gm3GTXkWNZdSKCNE/S\n70EyDwwCEIBAsgQQSMl2PQ2HAAQqJGCBdHfv/CGaVGF1kj91UYHkSRpsTRG3RYfYOapJZHNn\nF/MBAQikSACBlGKv02YIQKBqAhZFd/UqgUCqujc6HQ+x21KgGo6ybJc3bZKGPE30EDubmWAQ\ngAAEkiSAQEqy22k0BCBQMQGLojt7dUAgVdwZOr0jSEEY5K2Nn0NqawTJDHgXUt4rgXwQgEDr\nCCCQWtelNAgCEGgAASJI9eqkokPsXPu2CyQiSPW6RqkNBCAwQwIIpBnC5lQQgAAEegQQSPW6\nFBBI8/0RImkIpHkmrEEAAokRQCAl1uE0FwIQqAUBC6R1cj/HwhC76rvEYiAIg7y1IYKUlxT5\nIAABCDSMAAKpYR1GdSEAgVYQsCjyDbYdgVR9l44TQfJMdk2ZpGE/1fXenJiDUCSClBMY2SAA\ngfYRQCC1r09pEQQgUH8CFkWbeo5Aqr6/xhFIbY0geYY+GwJpjgOfEIBAggQQSAl2Ok2GAAQq\nJ+DZzxBIlXfDrgq0eYidxd9yORGkXd3NCgQgAIHhBBBIw/mwFwIQgMA0CBBBmgbV8ctscwTJ\nw+tsCKQ5DnxCAAIQGEkAgTQSERkgAAEIlE4AgVQ60okKXKyji7wo1idryhC7fXtk8gqkrb38\nvAepB4IFBCCQHgEEUnp9ToshAIHqCSCQqu+DUIMgBMLkBCF91NKTNDThRbFFBZLb7eeQeAbJ\nJDAIQCBJAgikJLudRkMAAhUTiAVSE26yK8Y11dN7eJ1tnAhSE2axs0DydPIb3MicZrGIQMoJ\ni2wQgED7CCCQ2tentAgCEKg/gVggeR2rjsAkAqkJ4tYCye/c2lEAMQKpACyyQgAC7SOAQGpf\nn9IiCECg/gQ8q5hnseM9SNX3VYiUFB1i16RnkO4piBmBVBAY2SEAgXYRQCC1qz9pDQQgUH8C\nviH3pABM812PvkohgpR3gobQIzyDFEiwhAAEkiSAQEqy22k0BCBQIYEwpA6BVGEnRKceVyA1\naZKGogKJCFJ0gbAKAQikRwCBlF6f02IIQKBaAgikavlnzx6G2LV5kgYEUrbX2YYABCAwhAAC\naQgcdkEAAhCYAgEE0hSgTlBkiCC1+RmkcQRSmP58ArQcCgEIQKCZBBBIzew3ag0BCDSXAAKp\nXn0XBNI4EaSmzGI3jkAKkbV69Ra1gQAEIDADAgikGUDmFBCAAAQiAgikCEYNVicRSGHCjRo0\nY2AVPM03AmkgHnZAAAIQ2J0AAml3JqRAAAIQmCaBIJA26ySeqCFsT/OclD2YQIiUjDPEzqXW\nPYqEQBrc9+yBAAQg0JcAAqkvFhIhAAEITI2ABZGnUd4mRyBNDXPugkMEyf1RxDyLnW3l3KK2\nn/upZkSQats9VAwCEKgjAQRSHXuFOkEAAm0mYIFkYWRDIM1xqPLTAqlo9Mj19YtibW2MIPEe\npLm+5RMCEEiUAAIp0Y6n2RCAQGUEfEONQKoM/24n9hA7BNJCLOYRhh4u3MMWBCAAgQQIIJAS\n6GSaCAEI1IoAEaRadUfHEaSiM9i5BU2IILlty+UMsXOPYRCAAARyEkAg5QRFNghAAAIlEcgK\nJL9vpltS2RRTnMC4AslRwB3yOg+x8/NHtnEEEu9BmmPHJwQgkCABBFKCnU6TIQCBSglkBZIr\n4zSsGgLjDrFzbR1FqrNA8gx2tnEEEkPs5tjxCQEIJEgAgZRgp9NkCECgUgL9BFKdb7IrhTWD\nk48bQXLVLJDqPIsdAmkGFxCngAAE2kcAgdS+PqVFEIBAvQn0E0hEkKrrs0kFUp3FrQXSdvmG\ngniZpKEgMLJDAALtIoBAald/0hoIQKD+BGKBFB70RyBV129tH2Ln4XV+VqqIIZCK0CIvBCDQ\nOgIIpNZ1KQ2CAARqTiAWSGG6bwRSdZ3W9ghS0eeP3BO8B6m665EzQwACNSCAQKpBJ1AFCEAg\nKQIIpHp19yQC6T41pe5D7MYRSESQ6nWNUhsIQGDGBBBIMwbO6SAAgeQJxALJv9R7+BMRpOou\nCw+xG+c9SK5xEyZpQCBVd21xZghAoKEEEEgN7TiqDQEINJZALJDcCA+zQyBV152OIDliMo41\nYZrvcQUS70Ea54rgGAhAoBUEEEit6EYaAQEINIgAAqlenTXJELs2CyTeg1Sv65TaQAACMySA\nQJohbE4FAQhAQAQQSPW6DBBIu/cHzyDtzoQUCEAgIQIIpIQ6m6ZCAAK1IGCBFKb3doUYYldt\nt6QwzXdRwgikosTIDwEItIoAAqlV3UljIACBBhAgglSvTpokguRZ7FbWqzkLarOftsZ9Bokh\ndgtQsgEBCKREAIGUUm/TVghAoA4EEEh16IX5OkwikNr6DBLvQZq/PliDAAQSJIBASrDTaTIE\nIFApAb83J7wg1hVhiF2l3dFhiN3u/BlitzsTUiAAgYQIIJAS6myaCgEI1IIAEaRadMOuShBB\n2oVi1woCaRcKViAAgRQJIJBS7HXaDAEIVEkAgVQl/d35L9HIAABAAElEQVTP3VaB5HYtl4/7\nDFJXx7oMDAIQgEByBBBIyXU5DYYABCoksFjnXiJniF2FnZA59SRD7DxJg4dM1tE8QYNtXIHk\nY5mowRQwCEAgOQIIpOS6nAZDAAIVEgg301mBFNIrrFqyp540glTXWez27fUoAinZS5uGQwAC\n4xJAII1LjuMgAAEIFCfg4XW2rEAK6XN7+ZwlgUkF0h6qbB2/SxFIs7yKOBcEINAqAnX8p94q\nwDQGAhCAQEQgCKFYIHmq6JAeZWV1RgQmGWIXXvhbxwigBdJ2+YYxOHqSBhtD7OY48AkBCCRG\nAIGUWIfTXAhAoFICQQjFAmmzahTSK61coiefNIJkbGULJA/bO3vC/rBA8vC6HWOU4/cg2RBI\ncxz4hAAEEiOAQEqsw2kuBCBQKYEghGKB5PWQXmnlEj15HQXS09QXH5AfPEGfBIE0ThFbegch\nkMahxzEQgEDjCSCQGt+FNAACEGgQgSCEHDUKxhC7QKKapUVAEARFa+BZ7GxlT9Rw6FyxneN7\ny3EWkwgkIkjjEOcYCECgNQQQSK3pShoCAQg0gIAF0lZ5fENOBKnajnMEKTxzU7Qm03oG6bBe\nRU4oWqEo/yQCKfDwBBQYBCAAgeQIIJCS63IaDAEIVEjAAikeXueqIJAq7BCdepIhdu47P+NT\n9jNIh/aQVC2QGGLX6wgWEIBAWgQQSGn1N62FAASqJYBAqpZ/v7NPIpAsjjxccloCqaohdtvU\nJs+Ah0ASBAwCEEiPAAIpvT6nxRCAQHUEfCMdhmWFWhBBCiSmu/x9Ff/ePqewCAhDyvrsHpnk\nmeL2G5mrWAYPsbtDPkkEyXUa5yWxoaZmgkAKNFhCAAJJEUAgJdXdNBYCEKiYwHKd34IoNm87\nHZsugaeq+LPl2WjPJBEk1/gm+YO9UqJ5iN0F8mPk44qUSZ5BclMQSKaAQQACSRJAICXZ7TQa\nAhCoiMCgIXZd1QeRNN1OOU7F7y1/eeY0kwqkG1TetATSYpXteo9jkwokz2Q3rjgbp74cAwEI\nQKA2BBBItekKKgIBCCRAwNGLfhEkN93iCZsOAXN/kHy1/Ex5bJMOsbtRhT0kLnDCdYuiA+WX\nyNfJx30OaVKBRARJ8DEIQCBNAgikNPudVkMAAtUQGBRBcm0QSNPrk2NVtKN0b5E/U36UPNik\nESQLpDIjSH45rL+b18qvkI/7HBICSfAwCEAAAuMQQCCNQ41jIAABCIxHAIE0HrdJj/IwNUdj\nPiu36Pgpuc2iaYk8fi+V04tY2QIpvAPpVlXicvk4AmkvHXeA/Hb5uOYIEu9BGpcex0EAAo0m\ngEBqdPdReQhAoGEEEEjVdJgF0pW9U39YSwskiyNHj2wWA+PaDTrQkyqEssYtJxznslwfz0Bn\nMTfOEDs/Z7VBfqF8XGOI3bjkOA4CEGg8AQRS47uQBkAAAg0iMEwgZWdXa1Czal/VWCB9VLX1\nELtT5UHUTBpB8nfp4fIyzALJ0SObI0jjCKQf13H/LJ9E+CGQBBCDAATSJIBASrPfaTUEIFAN\ngX4CaXOvKt6HTYfAw1RsiCDdovX/lp8pL0Mg3aRydsjLeg7JAmmt3OYIkt9n5LS8doQyPktu\nITiJIZAmocexEIBAowkgkBrdfVQeAhBoGIF+Amm72mCRhECaXmfGESSfxcPsXin3czq2SSIt\n9+t4v9S1LIF0mMoKEaQfaN3XR5HnkF6t/NfKL5JPYgikSehxLAQg0GgCCKRGdx+VhwAEGkag\nn0ByEzbJEUjT6cw9VKyjKhYbwT6jFQsbiwnblrnF2J836MiyBFIcQXIdr5EXGWb3E8r/D/JJ\nzefmPUiTUuR4CECgkQQQSI3sNioNAQg0lAACafYdd6xO6e+6MMTONfDN/z/Kz/KGbFKBdKPK\nKOtdSLFAct2ukOeNID1WeR8jn3R4nYrYGVWzuMQgAAEIJEcAgZRcl9NgCECgQgIIpNnD9/C6\n++Rh2FqowUe0cnRvowyBNI0IkqtXZKIGR4++Jo/FoMsYxzxs0O9kwiAAAQgkRwCBlFyX02AI\nQKBCAgik2cPPPn8UarBKK2t6G5M8g+QiHEEqSyDFzyC57LwRJH+fv0peRvTI5y0zKubyMAhA\nAAKNIYBAakxXUVEIQKAFBBBIs+/EQQLJNfFkDbZJI0g3qIwyBNJilXOgfK08mCNIR8tHDXd7\ntvI44vPP8jKsTNFXRn0oAwIQgMDMCCyZ2Zk4EQQgAAEI+F1HnpAha0zSkCVS3rYF0sUDirNA\nOlK+bsD+vMkWE478+Dt1a96D+uSzwPEPl7FAcgTJaZ6q/DvyQebhdf8pv3NQhoLpblMZoq/g\nackOAQhAoHoCRJCq7wNqAAEIpENguZq6sU9zEUh9oJSUFL8DKVvkXUr4BfmO7I6C2xYTjv48\nqOBx2eyeoMEWCySv3yMfNlHDSu1/mfyj8rLsBhW0p9wRLQwCEGgIgYsvXvPIhlS11tVEINW6\ne6gcBCDQMgK+4SSCNLtO9TTVnl3uyimf0gLJNmnExVEoPw9lQRSbo0jDpvp+qfZ7mOC/xwdN\nuF5WmyasBodDAAJ5Caxe/d1HL1nc/cZll13m2SyxCQggkCaAx6EQgAAEChDoKq+fI0EgFYA2\nYdZjdLwjOz+YsJxRh29WhjJeFusIUna2PZ/bzyENiyD9uPZ/Qn6/vCxzdM3RzrKmLy+rXpQD\nAQj0IXDeeect15fMP3a73ZXdztI/7ZOFpAIEEEgFYJEVAhCAwAQE/PyRDYE0x2EWn8f1eN88\ng5M54jKpmLBAiofXhWpbIA2KIDnq9Bx5mcPrwnndpkmjYqEslhCAwBQJHHjgYX8ocfTo3ilO\n+/ala35kiqdrfdEIpNZ3MQ2EAARqQsDD62wIpDkOs/i0QLpKPukzRnnqWoaYGCSQhg2x+1lV\n7jr5V/NUsmAeP4eEQCoIjewQmDWByy5b83xFj9644LyLuu9etWpV+GFuwS42RhNAII1mRA4I\nQAACZRBAIJVBsVgZFkhXFjtk7NxlCCRHgwYNsdtH+w7P1M6TQrxZfq58GiLQbZo0KqYiMAhA\nYFoEVq9efUhnx6KP7F5+98hly1b8393TSclDAIGUhxJ5IAABCExOAIE0OcNsCWco4d3ZxGh7\nlgKpjGjLoAiSo2Db5Nlhdr+rNEeX/kE+DbNAIoI0DbKUCYGSCHS7Sz/c7XYO6Vdct9P91Usu\nueTofvtIG04AgTScD3shAAEIlEVglEBiKERx0p7a2tN07zfg0FkKJIuJSaMtgwSSZ7a7Wh5P\n1HCits+U/4p8GtEjFdux6Ju0TS4HgwAEpkBAzxm9USLoBUOKXr5k0R7vHbKfXQMIIJAGgCEZ\nAhCAQMkERgmksL/k07a6uMepdUvlL+nTyiVKO1o+yyF2HvK2WD6uDRJILi/7HNJ7lPYf8vO8\nc0pm0XfElMqmWAhAYAICer5o3x3d7jtHFtHtvmz16jXPHpmPDAsIIJAW4GADAhCAwNQIWABt\nlzsakLVNSkAgZakM37YwepTckZV+szUdrXSLpFkKJIsjP0c0jvnYg+T9nkFyeZfLQwTp+Vp/\npvzX5NM0CyRHNg+Y5kkoGwIQKE5gjyV7/qSn9M5z5KJul2m/84CK8iCQIhisQgACEJgiAQsg\nC6F+tlGJCKR+ZAanPUK79pCfK3+OfH95bMdp4375DXHiFNctJmzjPrNzsI71d/JaF9LHLJD8\nDJKFlJ+7+oDcadO0wI5hdtOkTNkQGIfAou45+Q/rPjJ/XnKaAAKJ6wACEIDAbAgME0hEkIr3\ngYfX3SL/R/k6eXaYnQWSo0uO2s3CLHL9ctVxxYSH19kGCSQPsTtK/vNyn+Nc+bTN7XG7xhV9\n064f5UMgSQKXXfbdUzsdRM80Ox+BNE26lA0BCEBgngACaZ5FGWs/pEIulW+Vf0r+SnlsFkiz\nGl4Xzuso0rhiwgLJEa97QmGZpaNFetVJ5109vz2zf1qbk7RpWnWiXAgkTaC7o/OzSQOYQeMR\nSDOAzCkgAAEIiMAogbQcSoUIOIJkgWT7hPw58niYXdME0mGq/6DokXZ17pA7onOb/H3yWZkF\n0rhRsVnVkfNAIBkCO9971O14Bk9sigQQSFOES9EQgAAEIgKjBJKfLVkW5Wd1OAELpEt6WTyT\nW3aY3cOUNusIkp/ZmSSCNEwguan/IH+jfLM3ZmQWSOO2aUZV5DQQSIfAos6ysxRM5rtiyl2O\nQJoyYIqHAAQg0CMwSiA5m/NgowkcrSz7yUMEaavW/1UehtlZbB4tn7VAmiTa4iF2owSS3/n0\nGfkszaKPCNIsiXMuCAwgcO655y7SS89eP2A3ySUSQCCVCJOiIAABCAwhYPHjB977mSdpsCGQ\n5jiM+nT0aIM8FkCf1PZz5B5md6Tcv7DG+7U5dZsk2pJHIE29AX1OMEmb+hRHEgQgMC6Bl734\nR07vdnf++DNuERyXkwACKScoskEAAhCYkIDFTxBC2aJCOgIpS6b/tidoWC3Xj6m7LB5md5xS\nt8iv27V3NisWE4fLx/lu9TNIt86mmoXOgkAqhIvMEJgege4iJmeYHt2FJY/zT3xhCWxBAAIQ\ngEAeAgikPJTy5XEEKQyvC0fEw+wskK6Rbws7Z7T0cLQlckeDilpdI0huEy+LLdqb5IdAyQRW\nrVpzZKfbfUHJxVLcAAIIpAFgSIYABCBQMgHfZIZIUbbokE4EKUum/7YFUpigIc4Rhtk9UYmz\nHl7nejjaYhvnmZ26CqTQpgfPNY1PCECgCgJ7LO362SPu22cEH9AzAs1pIACB5AkQQdr9EvgN\nJb1w9+ShKQdor58xykaQfJCH2d0rf7W8CoF0n857j7yomPCkEgfJ18rrZneqQhbwRdtUt3ZQ\nHwg0lsCqVauW7uh2XtfYBjSw4gikBnYaVYYABBpJYJhA8lAwPzOTWgTpR9XmHyvYm44ebZV/\np89xTv+UfA/5lX32zyLJEZeiYuJgHePv4zo+g2RmbtM4UTEfi0EAAhMSWLZsxVu6na6jzNiM\nCCyZ0Xk4DQQgAIHUCQwTSGbjX+lTE0j+wl/qxhcwC6Tvye8fcIyH2Z0tr0og+ZmdogIp3Pis\nHdCmqpPHEX1V15nzQ6DxBC666KI991q5399KHL2q8Y1pWAMQSA3rMKoLAQg0lkAegeTnlFIx\nR0wcObGPYhMz8Qx2/YbXhTweZvcX8q+FhBkvx4m2WCBZ8Hl4Xh3Noo8IUh17hjq1lsCll156\nxKJFe3y62+mc1NpG1rhhDLGrcedQNQhAoFUERomATWqt86RifubGz97YH1Og0Y4gDRNIW7X/\n5+V3FyizzKzjRFsskG4rsxIllzVOm0quAsVBIB0Cq1d/95TFi5atQhxV1+cIpOrYc2YIQCAt\nAgikhf0dhpVZyDgqlMeWK9MJ8n4z2OU5fhZ5xhETdX0HUuA1TpvCsSwhAIECBC67ZM1rFnW7\n53c6Xf9fwCoisKSi83JaCEAAAqkRGCWQNgpIShEkCyRHe86X5xVIj1Zef28NiyBpd6Xm4WhH\nyPXj74IX2Q6rlFmsHZah4n1uU9HnqiquMqeHQPMIXHzxdx7bWdT9sGpe9NnM5jW25jUmglTz\nDqJ6EIBAawiMEkib1NKUBJJ/HfWwsovleQWSh9ddJ69q+JxOPdIcbfHNTYiQjTygl7fOAslt\nWinfP09jyAMBCBQncN555y1ZsnjRh7vdLuKoOL7Sj0AglY6UAiEAAQj0JYBAWojFAsLTWnu4\nnJ9B8rNIo8xCqs7RI9ffYsJWJOLShAhS0TbthMAHBCCQj8ABBxz66xJHeX8sylcoucYmgEAa\nGx0HQgACEChEAIG0EFcQBRZIZnP8wt19txxBqrtAWq86rpMXEUh1fwYpvCyWmez6XpYkQmAy\nAhdfvOaRi7qdt05WCkeXSQCBVCZNyoIABCAwmIAnGNg0eHdy70GyKPCwspvlHmo36pdTf1+d\nKK/zBA2q3k4r+sxOEIvh+Doub1Klioi+OraBOkFgqgQuvvjigzUD3VlFTvKJT3xi8dLFfu6o\nu6zIceSdLgEE0nT5UjoEIAABE7A48kP7CCTTmDOLAg+xszkqNEogHac8e/XyalFr8zC7vNEW\nDy30lOcWi3U2i768bapzO6gbBKZGYPHiZafoH/17Vq367oPynuT44x/9y51u90l585NvNgQQ\nSLPhzFkgAIG0CXgImc0z1Q0yi6eQb1CeNqXHURNHhUYJJA+vu1vuSRrqbhZIeaMtFkf+Lq67\nQCrSprr3D/WDwFQILOosOlnPEe23bFnnL/Oc4NJLv/dwTen99jx5yTNbAgik2fLmbBCAQJoE\nVvSaTQRpvv/DEDunWCBZAA0zC6i6P38U6m8Rd0zYGLE0B1uIps1t1e8TgVS/PqFGNSOwo9s5\n2VXqdrov+fala35kWPXOPffcRYu7nQ8pj0cYYDUjgECqWYdQHQhAoJUEwhcgAmmue/3d48hJ\nEAUWSAfIj5IPMguopgiky1RXz8yn0TYjzZG0B+T3jMxZbQaG2FXLn7PXn0BXwmjXULkd3UV/\ndtFFa/x/bTc777w1e738pT/6Cf2HeOpuO0moBQEEUi26gUpAAAItJ0AEaWEHWxz52ZswrOxK\nrW+QWwT1Mz+87BuPb/XbWcO01aqTn5c6LkfdLJAChxzZK8tCBKky9Jy4CQQ0E90jVM99Ql2l\nlg7Ze2X3j8N2WK5evfr4gw7sfkPi6OUhjWX9CCCQ6tcn1AgCEGgfgT17TSKCNAciDCsLwmC7\nkh11GfQc0ou1bw/5Z+VNsGtVSUeEHpujsk0RSI4g+WWx++VoE1kgkByBJYvmhtctaHi3+xOr\nV685PaRddtmaFy/qLvuGgssWU1iNCSCQatw5VA0CEGgNAQukHfL7h7TI4ikIqSHZWrHLomCr\n/K6oNR5mN0ggna19/yxfF+Wv+6oF36CIWFx3i8Uw1DBOr9u6I0g2ZrKb48AnBBYSWLTolIUJ\nc1uahOH9q1at2veyS7/7jm5n0aeUuivK1C8/afUgsKQe1aAWEIAABFpNwMJns9wiaZClJpDW\nCkTMwwLp//SBc7TSniNv2lj9S1XnPBEkTwdsFnW3O1RBX8Oene/bda8s9YPArAnogcOT+5+z\ne+SyZSuu0PNJ/mEIawgBIkgN6SiqCQEINJqABZIF0DDz/vCs0rB8bdjnG4WsKLBAcnTiwEwD\nz9L2d+X/m0mv+6YFUp4I0uOVrymCw1EkIkh1v/Ko38wJ6LmilTt2dB496MSIo0Fk6puOQKpv\n31AzCECgPQTyCiTnS8E8rCwrkNYobYs8FhWeyOG18r+RN808UYOjLVnBF7fjAG0cL78oTqzx\nugWS24RBAAIRge62ZSdpUgb/v8JaQgCB1JKOpBkQgECtCeQRSBvVglQEkiNI2edu/HzW9+Tx\nc0gv0LZnvPuovGlmwefnrIYNs3uy9nvYmqNNTTAEUhN6iTrOnsCSHSfP/qSccZoEEEjTpEvZ\nEIAABOYI5BFIm5R1Sc/bzs0CKRtBcps9zC4WSK/T9r/K48kctNkIs+C7XB5HxLIVf4oSvil3\n5KwJdoMqyRC7JvQUdZw1gVNmfULON10CCKTp8qV0CEAAAiaQVyCFvG2n1m+IndscC6TDtX2G\nvInD69wWmyNDwyJIT9X+rzpjQ4wIUkM6imrOmMCOLhGkGSOf9ukQSNMmTPkQgAAEEEjZa8AR\npOwQO+exQHq43JNV+Nmja+Tny5tqfg5pUATJ0cInypvy/JH7gAiSKWAQiAhogoYH6/kj/6CD\ntYgAAqlFnUlTIACB2hIggjTfNf7e8XNF/YbYOeLi/Y66nCX/oDyeClybjTK35xHyZX1qbeFk\nIdik2fluVn39sti95RgEILCTwBKG17XwSkAgtbBTaRIEIFA7Agik+S45WKuL5f0Ekl8Ee7X8\nV+R+1uUj8iabI0hL5Y/s0wgPr7tCfmeffXVNCs+CefY9DAIQEIFFnUUMr2vhlYBAamGn0iQI\nQKB2BBBI813i4XW2fkPsnO6oy8vkn5X3E1FKbozdrpo66tLvOSRP0NCk548MHYFkChgEFhDY\nQQRpAY92bCCQ2tGPtAICEKg3AQskT+M9zDb1djpvm80CybO23T2gkX4OydbkyRnmWjD3acHn\n4XRZs0Bq0vNHrr8jfNvlRJBMA0uewHnnnbdEY4AfnzyIFgJAILWwU2kSBCBQOwJ+1iQIoEGV\ns2jYJm+7QPIMdrfJBz1b9CXtu1D+eXkbrN9EDUeqYX7hatMEkvvMUaSyBdLJKvO5cgwCjSKw\n//6HPKbb7fr/O9YyAgiklnUozYEABGpJwKJnlEByxZ2n7QLpULVx0PA6M/ia/FS5IxVtMEeQ\nskPsHD2y0Li8gQ2chkD6JXHwc2cYBBpFQOKI4XWN6rH8lUUg5WdFTghAAALjEkAgzZOzQFo7\nv9n6NUeQ9pc7ahTMAsmz1w2KooV8dVx6UokDS67YY1TeISWXSXEQmDqBbqdz8tRPwgkqIYBA\nqgQ7J4UABBIjgECa73APsUtJIP1A7fXzZ3EU6anabtrwOlV5p5UdQVqmUh8uRyDN8eWzSQS6\n9XtB7J13b24SwdrWFYFU266hYhCAQIsIIJDmO3PUELv5nO1Y81DBb8vDRA1+j9CJcgSSIMiO\nl/uluX43FgaBxhC45JJL9lMEyddvbWzt7Rs719+4obPhPj/Sik1CAIE0CT2OhQAEIJCPAAJp\nnlNqQ+zc8vg5pCf1UHxjHkmj1sqOIHl4nc2RJA9FxCDQCALd7nL/LUsj1cPuuff+zs23Oljd\n6dx06331qFSDa4FAanDnUXUIQKAxBIoIpLbPiJSqQAoRJA+vs2Cau5NpzCW8q6J+BqnMWewe\nrfL8wlzbIXMLPiFQfwKLu50n1KWWGzdt7Vx3w/pd1dm4cWvHggkbnwACaXx2HAkBCEAgL4Ei\nAsl522r+zjlYvratDRzQLk/U8FD53vImvv8obpYjSGVO0uAI0nm9EyCQYtKs15rAjs6OEP2s\ntJ5btmzvXH3tus72zJQvN6/d2NmxI5NYaU2bdXIEUrP6i9pCAALNJJBXIDmq0GaBZHHk751h\n03w3s4eH1/oy7fadiqNInha4qc8fqeqlvwfJEaSL5X5xMAJJELDGEKhcIG2XKrrqunWdLVt3\nfyvC/fdv69x5N1Gkca8mBNK45DgOAhCAQH4CeQXSJhXZZoHk4XW2tXOLZD79QMBV8lfJ/ZxN\n0wXSfmpDGbaXCjlK/h25Xx6MQBIErP4EVq1atVS1rHyChutuXN/ZpOF1g+xWRZEsorDiBBBI\nxZlxBAQgAIEiBPzwuf/XWvyMsrYLJE/x7emVHC1Izfzc0Y/Lb+h5U9vvIXbL5Z6Nb1Jz9MiG\nQJrjwGdDCCxbtuwEvSTWIqkyu2/jFj1n9MDQ8zuydPudeb56hhaT5E4EUpLdTqMhAIEZEggR\noTzfUn6BRcg/wyqWeqonqbRTB5R4qNIdPUrxJ00/h+RnkJocPVL1dw6x87KMiRoskK6X++ly\nIkiCgDWFwOLKh9etvT3PV4r+4d62qbN12+5D8JpCuqp6IpCqIs95IQCBVAgEwZPn26zpzyDt\noU79J/l7B3RuEEgDdrc62REkW9MF0p1zzShlogbfZH67Vx4CqQeCRRMIdE+sspab9XzRveuG\nR49C/bZpiJ1FElaMAAKpGC9yQwACEChKoIhA8rdYyF/0PHXI//OqxOHyJ8g9IUPWPMTOEaQU\n7RI12j/jXtDwxq/rtaOsCJKH19kQSHMc+GwGgUojSLfphbBFjGF2RWjN5UUgFWfGERCAAASK\nEAiCJ89PeE0WSL5h/m35r8v9jNHz5Fk7VAmpzWAXGNyslWPkIZIU0pu2tMhz/yKQmtZz1Lc0\nAno7bGUCydN633VPsdnpmO27eNcjkIoz4wgIQAACRQgEgZTnJ78mC6S3CIqjAH8h/4L8dHnW\nLJBSjSCZxfVZIA3d9kQNkwqkQ1SGnSF2Db0IUq22ZrDbt9PpPqSq9jsahOCZPn0E0vQZcwYI\nQCBtAit6zfcEDKPMAinkH5W3TvuPVWXeIP91ueec/S/5D8v1Q+sCS3mI3QIQDd8oQyB5ggZf\nK5f3WFhcewr0Jb1tFhCoJYElS/asLHq0TZMt3HFnnq+SWqJrVKUQSI3qLioLAQg0kIDf8+Jh\nZXmmEfLQpbLeMTNLVO/Syb4u/3TvpJ/X8iD5Sb3tsHAEKdUhdoFBG5Z3qhGTRpAskH4gD0+a\nWyBZUPd7dk3JGATqQUDTe1cmkO64a3PHky5g0yeAQJo+Y84AAQikTcA3gmtyIvAv8/4VvUn2\nZFX25fI3R5W2CPK01qdHaYu1btGU8hC7CEejV32dHjhhC3yTGYbXuSgLJJuH3WEQqC0B3ThX\nIpB2aFzd7XcQPZrVhYFAmhVpzgMBCKRK4FFqeJipaxQD33j6mSV7U+w9qug/yb+ZqfDntB0L\nJEcG/J2DQMqAauBmWUPs4r8LR0895A6B1MALIrEqVyKQPDGDX/yKzYYAAmk2nDkLBCCQLgEL\npCIRJJOadPjSrGi/Qid6gvw3+5zQzyGdLA8RMQ+vszm6hDWbwKQCyUPp/HcRR5A8buh2OQJJ\nELD6EtjRmf0QO0ePbsv5Ytj6kmtWzRBIzeovagsBCDSLwApV92h5UYE06fClWVDykLl3yf9U\nfq08a34h6n3y5/Z2WCD5eRNHCrBmE5hUIPm5vL3lcQTJRDzMDoFkElgtCaxatebIbrejWexm\nZxZHayWO/HJYbHYEUhdI/iftmZYeJ2/SkJbZXSGcCQIQmITAI3Wwfy3/bs5C7lE+/5LehAjS\ni1TPI+QWSf3Mw6W+JA/D7A7TenjOpF9+0ppDYFKB5OfyNsqvzjQZgZQBwma9COyxeLbRo/s2\nbulccdW9nVvW+s8FmyWBtguknxHMj8uz4sfjRz1e/lq5Z1u6RH6L/Nfl/lUUgwAEIFAGAQ8j\nuklu4ZPHPMDceZsgkH5W9fwnuW+WB5mfQ3peb6cjSDx/NIhUs9LvVHXD0Mlxau7vYP9okH2g\nAoE0Dk2OmRmBHTOawW6rpvO+/qYNne9LHG3a5N+asFkTaPv7Bk4W0FfJ/UW+qQfXL/e6UO4Q\n6Sr5t+T7yE+V+5dQf4n/shyDAAQgMCmBIjPYhXP55rPuAulhqqOHzvl/7DCzQHq//ES5/7fe\nKseaT8Ci2D88rpCP89O2/y6yw+uUtDPC6GsLg0A9CXSnP4Pd3ZqM4cabN3S2bvNgAqwqAm2P\nIPXjahFkcfRG+RPl58hfLX+43NGmX5I/R45BAAIQmJSAI0j9bgSHleubz7oLJP/f9I9LjsQP\ns+u105GC58stkIggCUILzNeobdzrdJhAOmSuaD4hUEsCjxlWK7/IddPm8SM+9657oHPtDesR\nR8Mgz2hf2yNI/TA+RYnfkP95Zqd/BXud3MNBniX/onxcW6oDXyH3Mo+dkicTeSAAgcYRsED6\nl4K1rrtAcuTgtfI352yXo0iny33XMEpQ5SySbBUTiAXSjQXr4vuOE+TxDHahCIbYBRIsa0dg\n1apVuqfboWvXj5X2t/UbtnT8Mtfjjik+j8P9D2zrXHfj+v4FkzpzAikKpH1E2Q8O97NNSrxc\n7l+3JrHDdfDb5ctyFrIyZz6yQQACzSGwt6rqIb15Z7ALLau7QPoxVdRjP/4pVHjE0gLJEfub\n5J8dkZfdzSAwyWQiHq3h78Z+kVUEUjP6P8laLl264vhutzv0h+91EkgWSevWP9DZZ++8t4B6\nGG/7js41163rbGNYXW2urRQFkoeFDAqRHqh9Hnb3Efkkdp0OfliBAs5W3g8UyE9WCECg/gQe\nqSoWmcEutMgC6UFho4bLN6hOH5H7B6U8doEybZEfLWeInSC0wDy5wt1yf2cWNf8A6Wv85j4H\nWiCtkPtHQ08Rj0GgNgS63R0nDoseuaLrJYxsN996X2fvvZZ2JKh2bo/6uEETMmzavG1UNvbP\nkMCiGZ6rylN9Qyf/mNyTL1wkP0n+f+SxHakND7uz5P9KvIN1CEAAAmMQ8I3g9fKiYyZ88zjO\njecYVSx8iH9AeoL8rwoceb/yntfLj0AqAK7mWX2djvMMkn+g7Bc9cnMtkGw8hzTHgc96ERj0\n4/rOWvo9RQ9smZuY0WLnLk22kMduv3NT7rx5yiNPOQTaLpD+U5g+JV8qf7X8vfK3yd1ui6Fg\nZ2jlKrmHjlhA/aMcgwAEIDAJgUfp4EE3gsPKHffGc1iZZe17gwr6gvzKggV6mJ3t1rkFny0g\nMO516h8OBv1dIJBacGG0twnD34EUokeh/bfcunHn0Lmw3W/p9xzddAvB0n5sqk5r+xC7fxFg\nu81PzD0u8jju6XcfebiIhZFnsWNuRUHAIACBiQhYIK0eo4RxbzzHOFWhQxwt8I9I9qL2GR3w\nc/Ibih5I/toSGPc69a/wnx/QKk+W5LtFIkgDAJFcHQHdNA6NIK3bMDe8LtRwy9btndvu2NQ5\n7JAVIWnB0pMyXHPd+s4O7jgXcKnLRtsFUsz5Xm146Fy/4XP+RdRDWjxOHoMABCBQBgELpI+P\nUdCdOmacoUtjnKrQIa9Vbv/C/++FjprL7KGGjxjjOA6pL4FxBJLvFI+Rf3tIs3yNIZCGAGLX\n7AloBjv9yN71oxh9zZMsbNDkDFlbe/umzkEHLO8sWTI/YGuHFNHtd2zu3LL2vo4Ow2pKYL7H\nalrBGVXL0aPdr+wZnZzTQAACrSPgiPUR8jVjtMw3nr6R9POQdbGuKnKO3JPJ8CRxXXql2nqM\nI+SPV5V933H5kKojkIbAYVc1BBYvXu6hoQPNQ+X6iR0Lp1tuc2B0zjZu2tq54sp7OjdpEod+\n+UM+ltUTSCmCVD1tagABCKRCwF+m/m3we2M02ALJ5qj2LTvXqv94rqrgX08/WH1VqEFNCPg6\nPbFgXRxFtACyuBpkCKRBZEivjMCS7vDnj9atH/wb+x13bu4cuP/yzl13b+7crnWsGQQQSM3o\nJ2oJAQg0i4CH110jH+fp2yCQPMyuLgLpDNXlS3JmoRMEbCcBX6dFh4LqJZtDo0cuGIFkCli9\nCIwQSOszzx9lK++oEdYsAgyxa1Z/UVsIQKAZBCyQxhle59aFb9KiN5/TJHOqCr9gmieg7MYR\nQCA1rsuo8LgENBxg4AQNWzS1N+8wGpdsfY9DINW3b6gZBCDQXAKTCKStarYnlfEQuzqYn6fy\nUCoEUh16oz51GEcgeYjdqGGnRJDq08fUpEdAL3zdZxCM7Ox1g/KR3iwCCKRm9Re1hQAEmkFg\nEoHkFo5z8zktMk9VwX7j4appnYByG0nAzxHtKd8jZ+19v3GcfNgEDS4KgWQKWGMIZN9/1JiK\nU9GhBBBIQ/GwEwIQgEBhAh4ad5h83CF2PmGdBJKH131dvvAlH64lljIBX6O2g+YWIz89vfdy\neR6B5DI9cyIGgVoT8JTd6/pM713rSlO5XAQQSLkwkQkCEIBAbgKewW67fNRQomEFjjOF8rDy\nJtn3dB18wSQFcGwrCQSBlPdZOQ+v8ys1rh9BwxEkTyCVt9wRxbEbAtMjsEnTdm/bxsuMpke4\nupIRSNWx58wQgEA7CXh43VXySeZzrUsEyUOoTpJfKMcgEBPwZCK+M8wrZDyD3RVy/3gwzCyQ\nbLwsdo4DnzUmQPSoxp0zYdUQSBMC5HAIQAACGQKTPn/k4uoikE5RXfw98b+uFAaBiIBfGOzJ\nRIoIpFHD61z8HXILr0ECaX/t81A9DAKVE1i3npHHlXfClCqAQJoSWIqFAASSJdAmgeTnj74l\nH+d9TsleAAk1vIiQ9xC7PMNOPYujyx0kkD6lfe+QYxColMC2bds792305Yq1kQACqY29Spsg\nAIEqCbRJIPn5I4bXVXk11fvcflYu73T0xytvngiSWzxoJru9tO8p8mc7EwaBKgmsZ3KGKvFP\n/dwIpKkj5gQQgEBCBPyr98HySWawM64iv8w7/zRsqQp9svyCaRROma0gkPc69d+EhdSkAukZ\nKsPX5WPlfj8XNh6BvXXYseMdylGBwPr7toRVli0kgEBqYafSJAhAoDICjh55zEXeG8FBFfWN\nZ95f5geVMWn6E1SAJ2n4n0kL4vjWEsgrkDy8zpMzfD8niUERJEeOfD36wY+n5SyLbHMEPHX6\nT8v/XX67/Er5V+Qvly+WYwUJbCCCVJBYs7IjkJrVX9QWAhCoNwELJN94TPrkrm88PZzIv5ZX\nZR5e9x353VVVgPPWnkBegeQZ7K6Vb87ZomEC6T9Vxtfkfj4OG03gJcryZfmt8nfJb5G/VP54\nuWcV/Kj8Gvn/lVf9o4yq0AzbunV7Z/P9nqcEaysBBFJbe5Z2QQACVRAo4/kj19s3nra8M4TN\n5S730zegF5RbJKW1jEARgVQkqtpPIHn46mPkX5T7uvRwO2w0gT9SFk/J7ujbg+Rny/9Lfon8\n9fIHy/9cfo78BjnCUxBG2QaG141C1Pj9CKTGdyENgAAEakTgWNXlByXUp2qB5O+Gp8kvLKEt\nFNFeAp6kIY+I9xC7SQXSs1SGpxW/WO6hYR4CulJe1BwlOaboQQ3N7yj00fJ3y82sX8jD/2v+\nUO7/XZ/qrWuBDSOAQBpGpx37EEjt6EdaAQEI1IOAf6H1EJZJrWqB9Gg1YD/5BZM2hONbTcDX\naZ5hWScoX54pvgOsfhGkZ2vn+XLf5H9N7ncleUa7POY6niX/nPxW+dVyDzt7hXyJvK32SDWs\nK88zaYy5/pbcQ+9eKMeGEGCChiFwWrILgdSSjqQZEIBALQiUJZA8PdJ6eZ5f56fRcA+z8bNU\nZYi9adSPMutBwAJp1DXqiT6OlBeNIFmgx8/gWSB9SW7bKP+m3NfpMPOzNkEUvVPr18pPl58k\nv0r+d/Lr5G+THy5vm/mHjuvl63I27Frl+1v5O+QWVlgfAjufP9psPYm1mQACqc29S9sgAIFZ\nElimk/mX6rJERZ6bz2m1zzeeF06rcMptDQFfoyvkewxp0fHa53uNogLJRfq5I9tD5cfIg0By\n2gXyYc8heWrxf5I7GmVR5B8vzpG7jG/J/SzOEXIPP3u1/Fq5n3Fqk7k9nmiliP2uMp8gf3mR\ng1LKy/C6NHobgZRGP9NKCEBg+gQO653i5pJOVaVAerra4BtQDALDCPgatQ2LIvlm+46eO28e\ns6ixBYHk6JH/ruJhel/R9pPky+X97Ewl3ir30qJomzxrnrzgj+Wu4xXyM+RtskepMUUF0k06\n5q/lvyPnHlEQsoZAyhJp5zYXfzv7lVZBAAKzJ+BfqG2+KSvDfPPpiNSs7WE6ocUeAmnW5Jt3\nPk/SYBslkIpEj1yehYunyo8FkkVObF/Vhp8fOjlO7K17eNjr5X8j395LG7bw80xfkFuItck8\nxK6oQHL73yk/Su7IGpYhgEDKAGnpJgKppR1LsyAAgZkTsEDyLFsbSzpzVREkD6/zr/VXl9QO\nimkvAQsZ2zAh7+hMUYHkMm+XWyBZ7DxTnhVI65Xmqap9vWbtWUo4Wv632R1Dtl3+U+XDhgsO\nObx2uyxa/T9pHIHkCN6fyf1sVpsnsVDzitnWbds7m3j+qBi0huZGIDW046g2BCBQOwJ+yPuW\nEmvlX+eH/TJf4qkWFPV0bRE9WoCEjQEEtirdPwoMu049xXc8NG5AUbsl+ybdAsnP0XiZFUhK\nGvgc0jna91l5kb9HX/NL5RZJbTBHjxw9G0ecuv1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g8iyGAAK9Au5B8nnvaKQcoIU8pPXWRhbO0DLuQcpygrSD2lcvQfIXRR9WnKw4WkFB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\nvaJOkH4WTmjyoxOkb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qPVPjnDelq6n3/tjoeku30SnP0zzHQsMJelLr/ZFzLJSK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\nYII=",
      "text/plain": [
       "Plot with title “Forecasts from ARIMA(11,1,3)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcast_qurtly <- forecast(fit_qurtly, h=10)\n",
    "plot(fcast_qurtly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         Point Forecast     Lo 80    Hi 80     Lo 95    Hi 95\n",
       "2017.743      0.9402757 0.6728114 1.207740 0.5312244 1.349327\n",
       "2017.993      0.9286013 0.5734336 1.283769 0.3854192 1.471783\n",
       "2018.243      0.9507726 0.5431052 1.358440 0.3272991 1.574246\n",
       "2018.493      0.9085867 0.4786800 1.338493 0.2511012 1.566072\n",
       "2018.743      0.8523306 0.4058557 1.298806 0.1695061 1.535155\n",
       "2018.993      0.8508905 0.3933117 1.308469 0.1510841 1.550697\n",
       "2019.243      0.9274523 0.4596101 1.395294 0.2119494 1.642955\n",
       "2019.493      0.9616680 0.4768863 1.446450 0.2202583 1.703078\n",
       "2019.743      1.0613265 0.5632460 1.559407 0.2995782 1.823075\n",
       "2019.993      0.9857476 0.4799106 1.491585 0.2121366 1.759359"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcast_qurtly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exponential Smoothing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Holt-Winters exponential smoothing without trend and with additive seasonal component.\n",
       "\n",
       "Call:\n",
       "HoltWinters(x = qurtly_ts, beta = FALSE)\n",
       "\n",
       "Smoothing parameters:\n",
       " alpha: 0.8673124\n",
       " beta : FALSE\n",
       " gamma: 0.1626544\n",
       "\n",
       "Coefficients:\n",
       "         [,1]\n",
       "a   3.2958885\n",
       "s1  0.1526457\n",
       "s2  0.2823822\n",
       "s3 -0.1584791\n",
       "s4 -0.2377994"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_model <- HoltWinters(qurtly_ts, beta = FALSE)\n",
    "\n",
    "exp_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>fit</th><th scope=col>upr</th><th scope=col>lwr</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>3.448534  </td><td>6.277541  </td><td> 0.6195273</td></tr>\n",
       "\t<tr><td>3.578271  </td><td>7.323080  </td><td>-0.1665381</td></tr>\n",
       "\t<tr><td>3.137409  </td><td>7.614452  </td><td>-1.3396328</td></tr>\n",
       "\t<tr><td>3.058089  </td><td>8.163402  </td><td>-2.0472238</td></tr>\n",
       "\t<tr><td>3.448534  </td><td>9.139569  </td><td>-2.2425010</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{lll}\n",
       " fit & upr & lwr\\\\\n",
       "\\hline\n",
       "\t 3.448534   & 6.277541   &  0.6195273\\\\\n",
       "\t 3.578271   & 7.323080   & -0.1665381\\\\\n",
       "\t 3.137409   & 7.614452   & -1.3396328\\\\\n",
       "\t 3.058089   & 8.163402   & -2.0472238\\\\\n",
       "\t 3.448534   & 9.139569   & -2.2425010\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "fit | upr | lwr | \n",
       "|---|---|---|---|---|\n",
       "| 3.448534   | 6.277541   |  0.6195273 | \n",
       "| 3.578271   | 7.323080   | -0.1665381 | \n",
       "| 3.137409   | 7.614452   | -1.3396328 | \n",
       "| 3.058089   | 8.163402   | -2.0472238 | \n",
       "| 3.448534   | 9.139569   | -2.2425010 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "     fit      upr      lwr       \n",
       "[1,] 3.448534 6.277541  0.6195273\n",
       "[2,] 3.578271 7.323080 -0.1665381\n",
       "[3,] 3.137409 7.614452 -1.3396328\n",
       "[4,] 3.058089 8.163402 -2.0472238\n",
       "[5,] 3.448534 9.139569 -2.2425010"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp_pred <- predict(exp_model, 5, prediction.interval = TRUE)\n",
    "exp_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IYiDW/WvNlD9J9kPy37fVnKO9JTGgQg\nAAEIQGCIwK9qzfcMrWUFBCAAAQg0nkAbBJIn8YLM1eq+QPaJsjfKvlZGgwAEIAABCIwicFYr\npxX5GfU61kEAAhCAwIYTaItAStP0R3riynZ/IPt12YtlhFAIAg0CEIAABCoEtrR0UWUNCxCA\nAAQg0AoCTS/SMGoS79DKr5H9juz5snvJltGu0UF3Zjzw/Wbcj90gAAEIQGA1BHx9dIEfGgQg\nAAEItIxAGwVSmuIX6smfyf5v2X1lB7JFtYfoQG8/wcHa5tE7ASJeAgEIQGAlBOxBQiCtBDUn\ngQAEIFAvAm0WSJ6JW2RP95MFt3foeNfLZvUg2aP1EzJfkGkQgAAEILB+Agik9c8BPYAABCCw\nFgJtF0jLhP7eOQ7+kTn2ZVcIQAACEFg+AQTS8hlzBghAAAK1JEBIVy2nhU5BAAIQgMCaCfgH\nRELs1jwJnB4CEIDAOgg03YP0DEE9SRGGV+t1r1nHhHBOCEAAAhCoBQE8SLWYBjoBAQhAYPUE\nmi6Qvl1IP+UEWJ+t1yCQTgCOl0AAAhBoCAEEUkMmkmFAAAIQmJdA0wXSUwTkt2RPkL1U9gLZ\nLO2ts+zEPhCAAAQg0FgCFkjcB6mx08vAIAABCLSbgC9wfym7IHtMTVE4FDCXcdf2mk4Q3YIA\nBFpH4KMasSuS0iAAAQhAYDqBXe3i77J2Smx8a0ORBgujb+nP1M9u/IwxAAhAAAIQWAUBQuxW\nQZlzQAACEKghgTYIJGN/s+xZMhdseJSMBgEIQAACEJhEAIE0iQ7bIAABCEAAAksmQIjdkgFz\neAhAAAJzEjin/T8+52vYHQIQgEBbCTQqxK7pRRra+iZl3BCAAAQgcDoCvj5mpzsEr4YABCAA\ngU0k0JYQu02cG/oMAQhAAALrI+AQO4skfkhc3xxwZghAAAJrIYBAWgt2TgoBCEAAAhtC4MyG\n9JNuQgACEIDAggggkBYEksNAAAIQgEBjCNh7lK6P3AupMdPKQCAAAQjMRiBdAGbbm70gAAEI\nQAACzSdQDqvDg9T8+WaEEIAABCoEEEgVHCxAAAIQgAAEgj1IqSGQEgkeIQABCLSEAAKpJRPN\nMCEAAQhAYGYCCKSZUbEjBCAAgeYRQCA1b04ZEQQgAAEInI4AAul0/Hg1BCAAgY0mgEDa6Omj\n8xCAAAQgsAQC5CAtASqHhAAEILApBBBImzJT9BMCEIAABFZFAA/SqkhzHghAAAI1JIBAquGk\n0CUIQAACEFgrAQTSWvFzcghAAALrJYBAWi9/zg4BCEAAAvUjUBZI3AepfvNDjyAAAQgslQAC\naal4OTgEIAABCGwggY3PQbox33n8DXl40Aayp8sQgAAE1k4AgbT2KaADEIAABCBQMwLJg7Sv\nfm3kfZB0cf/JrbD7jJpxpTsQgAAENoIAAmkjpolOQgACEIDACgkkgXSPzrmRAkn9vigL+e4K\nmXEqCEAAAo0hgEBqzFQyEAhAAAIQWBCBJJA+ruNtpEDKQtjNQyiHCi4IDYeBAAQg0HwCCKTm\nzzEjhAAEIACB+QgkYbGxHiSJox0NOY1jvtGzNwQgAIGWE0AgtfwNwPAhAAEIQGCIQPIgbaxA\nCiFzeB0CaWhqWQEBCEBgOgEE0nRG7AEBCEAAAu0iMCSQbsrDQ6/Jw1UbhMEeJBsNAhCAAATm\nJIBAmhMYu0MAAhCAQOMJlAVSvA9SFnZ+4WzY/e5NGblzkGR4kDZlwugnBCBQKwJ8eNZqOugM\nBCAAAQjUgEC6NhYhdsrpOaOqcJfWoG8zdSEPOTlIM5FiJwhAAALDBPAgDTNhDQQgAAEItJtA\n2YMUq9jZGyORdLbGWK5R3y4p9W8HD1KJBk8hAAEIzEEAgTQHLHaFAAQgAIFWELBAkh4K52VR\nIPWrwl1c49G/SH37oVL/VOY7S56w0mqeQgACEIDANAJ8eE4jxHYIQAACEGgbAQukI1khkLKe\n2KizB+ky9bcIAZT3iBC7tr1rGS8EILAwAniQFoaSA0EAAhCAQEMI+MdDC6Q9WfIgeV2dPUgu\n651CA+3+ckggVewEhQYBCEBgXgIIpHmJsT8EIAABCDSdgIXGoawQSL0cpLzOHiRX2+tFheRh\nWx4vXd9zokSa/k5lfBCAwFIIIJCWgpWDQgACEIDABhNIIXYXNIbCgySRtBEC6VqV+DZ7ijRs\n8DuQrkMAAmslgEBaK35ODgEIQAACNSSQBJI9SP37INk7k9U9xC56jKToYmidw+xqyJYuQQAC\nEKg9AQRS7aeIDkIAAhCAwIoJWFgM5CDldS/zbSEXc5Ck6qJAwoO04ncNp4MABBpDAIHUmKlk\nIBCAAAQgsCACQzlIOq5EU15nD1KRg6TOxxA7ijQs6N3AYSAAgdYRwP3euilnwBCAAAQgMIVA\nOcQu5iD1vTF1rgpXCCRd2FM/ucZPmWg2QwACEBhFgA/PUVRYBwEIQAACbSYwJJCczyORlIRH\nHdn4eh6v6epn9CCl5Tp2lj5BAAIQqDMBQuzqPDv0DQIQgAAE1kHAQqOSg9TzIGU7usFQHUWS\nBZGv5xZ2rk/e72PGj6AGQoMABCAwJwEE0pzA2B0CEIAABBpPwEIj3Qcp5fNEsXFTPUt9x0p7\n6nPsYyfsxD73wwIbP1kMEAIQgMCiCSCQFk2U40EAAhCAwKYTSCF2vg+SdEY407vxagjdEOpY\nqKESUqcLe/QgUaRh09+G9B8CEFgXAQTSushzXghAAAIQqCuBJJB8H6QQPj9ckjoqgVTHm8VW\nPEhZyPEgpQnjEQIQgMAJCCCQTgCNl0AAAhCAQKMJlHOQwpmLwqXHo92towcpCaSYg6Tkqb4H\nKScH6XjieAYBCEBgZgIIpJlRsSMEIAABCLSEQDkHKXR3jj1I2yGvowepEmKnmMAokMhBasm7\nlWFCAAILJ4BAWjhSDggBCEAAAhtOoBJit7V77EHK63mz2ORBih6jFGLn0uQbPg90HwIQgMBa\nCCCQ1oKdk0IAAhCAQI0JVAXS1nHekURHHT1IFYGkPKl+mW8EUo3fY3QNAhCoMQEEUo0nh65B\nAAIQgMBaCFRykCQ4iiINW/X0IKUQu5iDlAX5vNRSqN1aCHJSCEAAAhtMAIG0wZNH1yEAAQhA\nYCkEUg6Sy3yHTufYa5SHrdp7kJIwIsRuKe8NDgoBCLSAAAKpBZPMECEAAQhAYC4CKcROGiPs\n51lPICn/aE9We4EUijLfGdf4uaadnSEAAQj0CPDhyTsBAhCAAAQgUCWQBJLX7klmpNLed+mi\nmZ5XX7HepRRi1y/SUOQgSSuVnq+3j5wdAhCAwMYQQCBtzFTRUQhAAAIQWBGBlIPk0+3lfYGU\nheyumnuQYg5SqUhDuI5Kdit6y3AaCECgSQQQSE2aTcYCAQhAAAKLIJBykHysvSx0+mF1+d3K\nSKqjB6lSxU45SMmjFM4dV7RbBBeOAQEIQKAVBBBIrZhmBgkBCEAAAnMQqITYhVKIncRH7XOQ\ndB+kHXm6znu86iz3Qppj4tkVAhCAgAkgkHgfQAACEIAABKoEKgIpy8IZb85DdreERx09SMlj\nlMSQl6NAkmsprauOkCUIQAACEBhLAIE0Fg0bIAABCECgpQSqOUhZKsyQ3yUedfYgxRykPHR2\nlC+l6DqV4EMgtfQtzLAhAIHTEEAgnYYer4UABCAAgSYSqOYgdXoeJIXX3bMJIXaakF3VJ48C\naQeB1MT3J2OCAASWTACBtGTAHB4CEIAABDaOQDnE7kIvxC4/lOj4eAhZ7UPsnIOkgMAYYndA\nkYaNe/PRYQhAYP0EEEjrnwN6AAEIQAAC9SJQFkgq851fJHF0qLC18zUu8+2b2qZ8o115uqIH\nSSvSunoRpjcQgAAEakwAgVTjyaFrEIAABCCwFgKVHCR5kC6S4Djshq5FRx09SC7zHQWRaUkp\nqYpdr0jDUdhFIBkKDQIQgMAcBBBIc8BiVwhAAAIQaAWBSg6S6r0mD9K5muYguWqdBZLFkK/r\nCrHrFWnYCjkCSUBoEIAABOYhgECahxb7QgACEIBAGwhUQuwkOc7Yg6SBK8SuljlI9iDd05+Y\nbfVVIXZ59CjpIo9AasM7ljFCAAILJYBAWihODgYBCEAAAg0gMCCQOqoKl7lIg0VHXct8pxC7\nbYfYdYsQOwRSA96PDAECEFgxAQTSioFzOghAAAIQqD0Be12O+r3cy7I85iApbO28PDN1zEFK\nIXbussRdVhRp6MSKdv2R8AABCEAAAjMRQCDNhImdIAABCECgRQQqOUhZJ95XSFXsjs7JO1NX\nD1IRYqd5Ug5S2PN8yZNEiJ1B0CAAAQjMQQCBNAcsdoUABCAAgVYQKIfYXcgz5/T0ynxr9Gdq\nSKBcxS7mIMmLdEH17A51kUcg1XDC6BIEIFBvAgikes8PvYMABCAAgdUTKAukPXmQ7JE5OFJl\nON0LSYXhggVJnZpD7AoPku7V5DLfBzKVJkcg1Wmi6AsEILAZBBBImzFP9BICEIAABFZHoJKD\npCp2KtKQK8Sud2+h6+sXZlf2IFnc7XRC98BeL+Ug4UFa3fuGM0EAAg0hgEBqyEQyDAhAAAIQ\nWBiBSg5SyMJOL8TuIFaKk2emboUaKmW+RUGCLuzbi6R+2/tFgwAEIACBOQggkOaAxa4QgAAE\nINAKApUQO3mQHLJ2uN8r860Iu9oVaih7kJyDFEMCLeq6YQsPUivesgwSAhBYJAEE0iJpciwI\nQAACEGgCgYpAUg6SRUe8UawHtxt26+ZBKpf59n2QfN8meZAyhwUikJrwjmQMEIDASgkgkFaK\nm5NBAAIQgMAGEKjkIOV9D5JWxhC7bsjrVuq7HGIncZcpBymG1+nmtuQgbcD7jS5CAAI1I4BA\nqtmE0B0IQAACEFg7gUoOUvIg3RLCBQmOXFZHgRTFm8hZ3KUcJDxIa38r0QEIQGATCSCQNnHW\n6DMEIAABCCyTQDnE7kLYyjpSRary7fSjcF51vusYYleU+XYOksLrDtRXijQs813CsSEAgcYS\nQCA1dmoZGAQgAAEInJBAWSDtZfLJ5EeZbimk4DUJpLoXaZCHyzlJ+86bUl/tUaJBAAIQgMAc\nBNomkKaN1xfFK2R1vFP6HNPKrhCAAAQgcAoCFhVH/ddHgaSlKJAkkRTK1qmbB2kgB8n3QTrS\njWLjvZsQSKd4I/BSCECgnQSmCYYmULlag/gN2e2yu2R/LPtM2aj2KK30fj8waiPrIAABCECg\nFQQqOUj2weSHMbzOf87pwlm3HCSLoAv9mYllvtXPeKNYiSQEUivesgwSAhBYJIGmC6RLBeu1\nsq+W+YJ3q+xzZa+S/biMBgEIQAACEBgkUA2x812F+gJJUskhdnXyIFkA2ZyDZC+Xn/fLfAeK\nNAgGDQIQgMC8BJoukL5PQB4oe47sOtnDZY+VvUn2LNl/kNEgAAEIQAACZQIVgRQ9SPu9CDvl\n9ZyrWRU7h9e52YPkezX5Pkjb6m0s0qBHCyYaBCAAAQjMQaDpAumJYvEh2Y/J7u5z+Rs9fo7s\nz2TfLbOIokEAAhCAAAQSAYuKag7ScYjd+ZrlILkgg9u+7DDcK+xkIetoALFIgwSd/V80CEAA\nAhCYg0DTBdIDxMJCyL+qldudWvhS2RtkPylzCB4NAhCAAAQgYAL2IKXrxl7Pg5TAZOdU7btO\nOUhlD9LR1r16RYa6KvMtT5Kq2Fkr0SAAAQhAYB4CTRdI7xaML5CNqkrngg1Pld0q+xXZuMIN\n2kSDAAQgAIEWESiH2B1mO6rNYP+MmsSRPEi1KtJQFkiHSSBJHMmDlJGDFGeNPxCAAATmI9B0\ngfRK4bhc9hOya0egeZ/WfaHM4Xe/K/sSGQ0CEIAABNpNoCyQQrYbjrr7x1XsalakoRJiJ99W\nFEzJg6QQOzxI7X4vM3oIQOAEBJoukJ4vJm+ROdfovbKvlQ22t2rFk2XOwP2x/kZdU2gQgAAE\nINBSAhYVKQcpZDtZN7/ge8TGdr4TsrqG2B3qDk1RMG2Hfcp89yeMBwhAAALzEmj6L0t7AvI4\n2Y/LvlzWD5LQs2r7Wy1+usyC6ourm0605AvpE2Xpl71pB3nYtB3YDgEIQAACKyNQzkGKHiRd\nPaJA0h9VsatVme9yiN1Rp/AghX39AupKdhRpWNnbhhNBAAJNIdB0geR5+rjsu/o2yWP2Tu3z\nFJnLgFtYnabdpBf/kWxWgXSac/FaCEAAAhBYLIFKiJ0kRt7te5AUulbXIg3+AfBQAXZRMKnC\nxMGub29LiN1i3xkcDQIQaAWBSYKhiQAcRjet+cayb5y205TtFlu+SPkXx1ns26Ycj80QgAAE\nILA6AhWBpBykru4y1Pcgdc/rSZ1uFJt+iLO36DA7UwiknmBCIK3uXcOZIACBxhBom0BqzMQx\nEAhAAAIQWBqBSg6SYgG68iD1r5eZQ+zqloPkm8SqW+Gws9OJgkmlW6Ng0so2RIos7Y3AgSEA\ngXYSQCC1c94ZNQQgAAEIjCdgb1G6D1LouMz3Xh6vl9qgMt+1K9KQ8muP5EGKAkkr0o1iEUjj\n55ktEIAABEYSaPoH5zM06nuNHPnkla/W5tdM3oWtEIAABCDQQALpulhUsXMOkqrYRYHkHCQ9\nqVuInT1Ibof5dk8gvV8epJtkEnQnuQb2jsZfCEAAAi0lkC4ETR3+t2tgn3KCwT1br0EgnQAc\nL4EABCCw4QScf+RWCKRMV8okkLJwdD4PqhVXn+Z810IgKcDOy26+SexhHtx7GgQgAAEIzEOg\n6R+crkr3W7InyF4qe4FslvbWWXZiHwhAAAIQaByBdF08FkgqB3cskGpZ5rsQSNmOy3rnByop\nked5FElpPI2bKAYEAQhAYFkEmv7B+QGBe5LsT2UWS8+RvV5GgwAEIAABCIwikDxIRQ6Syxyo\nSENcf9QLsTujrKTMImTUAVa8zjlHxzlI22FHnXKBBneRMt8rngxOBwEININAjKluxlDGjsK/\nrH1Lf+vPjt2LDRCAAAQgAIHQE0ICcexB2s4yBbFFgSRVpDLfWXZdCCoUV4tWCbHLd2IOUhRM\nDrFTD5v+Q2gtJoFOQAACzSLQBoHkGXuz7FkyJ6s+SkaDAAQgAAEIjCKQPEiFQHLQWnevJzQ6\n8iD5RfLS1CUPqSKQsu1sR8IoepDUTT2qbAMNAhCAAATmItAWgWQoz5M9Wnbam8D6WDQIQAAC\nEGgmgSQoCoEUyxxcyKNw2g/7KvMdW10q2ZVD7A57OUhZ34PUtQdJ8o4GAQhAAALzEGiTQJqH\nC/tCAAIQgEA7CSQPksVFr22FTEUaonDSRTN6kOS2qaMH6SjbKucgUaQhTSGPEIAABOYhgECa\nhxb7QgACEIBA0wkkgXTsQSoJJIWvRQ9SN+zUUSD1PUi9og3OQVIoYPKINX3eGB8EIACBhRFA\nIC0MJQeCAAQgAIEGEBgSSCrP0Mn3erk8t/Q9SHnIaxlip74qB0llvtVcxU4iCYHUgDclQ4AA\nBFZLAIG0Wt6cDQIQgAAE6k0gCYrCgyTRkXX3+0IjC/sSR12pqHp6kLbD1nGZbzxI9X6r0TsI\nQKCuBBBIdZ0Z+gUBCEAAAusgkDxIRQ5S1gkdlfkuih3IK6M8pNp4kMpV7I5UUML9TGW+5UlS\n2QYaBCAAAQjMRQCBNBcudoYABCAAgYYTSALp2IMkgZTvHwskeWjO5WGrTh6kKIg0L4cKBLQH\nrB9iR5GGhr9XGR4EILAkAgikJYHlsBCAAAQgsJEEhgSSbhO7JZ+My2n3W3a+Ux8PkvvlG6K7\nHWZb8T5IUTDpAk+Rhh4X/kIAAhCYiwACaS5c7AwBCEAAAg0nMJSDlMuDpBykIlTNIXb1vVGs\nc5Cy6EHqUqSh4W9VhgcBCCyLAAJpWWQ5LgQgAAEIbCKB5EE6zkEKykKqeJDy8yrUUMcQO+cg\nWeDhQdrEdx59hgAEakMAgVSbqaAjEIAABCBQAwJJIPVykPKe50iFs4sQO+cg6eJZpzLfRYid\ncpDc/34O0tGBSn4Xnq8asKULEIAABDaCAAJpI6aJTkIAAhCAwIoIVATSdek+Qj1/kivGucmD\n1KmTB6kQSNlWvi1RFD1IXXKQerPFXwhAAAJzEkAgzQmM3SEAAQhAoNEEUg5SHOReXyDlPYF0\nxiuzkNW1zPehQuyK+yDpAu9eV8YTB8UfCEAAAhCYSACBNBEPGyEAAQhAoGUE7EGS8yWKC98N\nticwSgJJ+UfnVKihLh4kh/6lMt9H2dZxiB1FGlr2zmW4EIDAwgggkBaGkgNBAAIQgEADCFgg\nFfdAUgJPzOHJXTA7hOhB0uN5WV1ykMo3ivV9kNx/ijQIAg0CEIDASQkgkE5KjtdBAAIQgEAT\nCVQEkpRG9CBVQ+xc5juriwepIpCy7awj71a6UayKNMinRIMABCAAgbkIIJDmwsXOEIAABCDQ\ncAIWRGUP0lCInULX6uRBKofYpRykokhDnKt+Jb6GzxvDgwAEILAwAgikhaHkQBCAAAQg0AAC\n9rj0Mo56T0Z6kFQpro4eJN8HSdf13o1iO7pRrOfjupRH5QUaBCAAAQhMJYBAmoqIHSAAAQhA\noEUEKiF2UkdDHiTVcFCZ79oUaaiE2DkHSX2reJBSJb4WzSFDhQAEIHAqAgikU+HjxRCAAAQg\n0DACFYEkF0zPg3QQRUe8D5Lyj1TmuzZFGgZD7Dqd0I05SMmDVFTia9hEMRwIQAACyyKAQFoW\nWY4LAQhAAAKbSMCCqMhB2gq7PQ/SUZAj5riKnYof1CHETvUYooA7vlHsdsjkQYoC6SjsxxC7\nVGhiEyeDPkMAAhBYBwEE0jqoc04IQAACEKgrgUoOUjcoaE1NVewKgdS7UWwtPEip7HgSSEfZ\njnOQeiF26ngUSqlUeV2B0y8IQAACdSOAQKrbjNAfCEAAAhBYJ4FKiJ0ukkMCqRuOVOa7FkUa\nYsifYMWcIz0e6i5IHYUA9j1IvWITEkg9L9g6qXJuCEAAAhtEAIG0QZNFVyEAAQhAYOkEKgIp\neZAkNQoPkqrEnVdsWx1uFOv8I7fkQTrMdrJMF/YomKSSYohdyqPq7cpfCEAAAhCYRgCBNI0Q\n2yEAAQhAoE0E7G0pcpCSB0lrCoEkcaQiDdlFIY/hbOtkkzxIxwKplIMkz1EUSBoQHqR1zhLn\nhgAENo4AAmnjpowOQwACEIDAEglUcpB6AkkZSHlZIMUbxYar1l/qOwmkFGJ3FHZdpCGLy1JN\neJCW+Ebh0BCAQHMJIJCaO7eMDAIQgAAE5icwEGIXtlUVzkLDXppYFOEwHLjMt9J91h5mNxRi\nJ19RUcVOnY25SFthR84kGgQgAAEIzEoAgTQrKfaDAAQgAIE2EKgIpExV7BRSZ4F0XhYFkpb9\n3Opo3aW+kwfpOMRuJ2Rb4Sh6kO7pe5B6XjD3mAYBCEAAArMQIC55FkrsAwEIQAACbSFQyUGS\n98jLyYMUBYkER/Qgadu6CzUMC6SSB+mSvkBSQhXX+ra8exknBCCwEAJ4kBaCkYNAAAIQgEBD\nCFRykOQtSh4ke2liSNvdhUDaWbcHKYXYxVA69c/3QQrdfpnvW/oCaat/L6eGzA/DgAAEILB0\nAgikpSPmBBCAAAQgsEEEKiF23bC1o6IH9iA5bC16bD7SD7HbDnkdPEgWR90+38MggSTP1nHR\nBm3Ag9SnwwMEIACBGQkgkGYExW4QgAAEINAKAhWBpItk8iBZdPQ8NplD7vIDqZJ1e5As2FL+\nUQiXhG6mpgH0PEpKoFI/Dz2GVswcg4QABCCwIAIIpAWB5DAQgAAEINAIApUcJBdpkMpIHqQU\n0uaBqlDD2j1I7k/yFoVt1R13S2W+e8/DoYQcVewiGf5AAAIQmI0AAmk2TuwFAQhAAALtIFDJ\nQZK4SB6kIgfJGCRCznXCVr08SFcGpUzFeLuUk+QV8iDleJAMhgYBCEBgRgIIpBlBsRsEIAAB\nCLSCwFCIXcmDlKrGGcT5POS1Ekhb9+0JpMMPFTlJjrGzBwmB1Iq3LoOEAAQWRQCBtCiSHAcC\nEIAABJpAoCKQeuIit0fmOAdJCwq9Oyfxse4iDZUQu60reviz250e1X8ugeRKfGmZRwhAAAIQ\nmE4AgTSdEXtAAAIQgEB7CAzkIBUhdhWBJHF0XqFrtfIgbd+770H6aNmDlCnEbguB1J73LyOF\nAAQWQACBtACIHAICEIAABBpDoJKDpDC6VKShkoOk0dbBg1SpYpdfGeI1/eDWY4Ek75HcSTlF\nGhrz9mQgEIDAKgjwq9IqKHMOCEAAAhDYFAKVEDuHp7nQgTpvD1IpBym7W4UaLl3zoNyf4yp2\nl/c8SOFWpx71mnOQCLFLNHiEAAQgMBsBBNJsnNgLAhCAAATaQaAikCQwfJ1MAqlc5lsepbwk\nmNYCx/0p7oO0deWWtJAU07uOPUhaPOyPwZtoEIAABCAwAwEE0gyQ2AUCEIAABFpDwNfFozTa\nAQ9SSSDle4pnO5P2W9NjJcRu6149D9L+e48FUt/7xbV+TRPEaSEAgc0kQA7SZs4bvYYABCAA\ngeUQGMhB6ozLQbqgUnHr9iBVQuzyS4P7Hi68pRxil+NBWs77hKNCAAINJoBAavDkMjQIQAAC\nEJibQCXErpe/k6UQu7IguqBt5eW5T7SAF1RC7DqX9Io0hPceH1l9PFBJcoo0HCPhGQQgAIGp\nBBBIUxGxAwQgAAEItIjACIE0OgcpC1ndQuw6+YEyji4c3/eIIg0teucyVAhAYGEEEEgLQ8mB\nIAABCECgAQQqOUgu860xJQ9SKQcp25P4WLcHyecvijR0Lg4SSHEGYqidnzkHqXez27iePxCA\nAAQgMAMBBNIMkNgFAhCAAARaQ8DiwoIoNofYWWRoYfA+SHWpYleU+dZta5NAKooy4EHqTyQP\nEIAABOYggECaAxa7QgACEIBA4wlUQuwkMHbkRRryIOWh6xykWoXYdS7ubPXvilQIJM2WijR0\nysuNn0AGCAEIQOC0BBBIpyXI6yEAAQhAoEkEKgJJA0seJHtqfM2MYkPiaE/P6xpiVwgi5Ump\nSMNxTpL6TIMABCAAgSkEEEhTALEZAhCAAARaRcDiorgPkjxIqcx3CmWLeUh5yC7UIAfJfUn9\nCtmO+tpbKnKQ+iF2VLFr1VuYwUIAAqclgEA6LUFeDwEIQAACTSIwKQfJ40yFGhRiV68qdurZ\nVr9IQ8mD5BC7WGiiSXPEWCAAAQgslQACaal4OTgEIAABCGwYgUqIncPT7IXRGJKnph9Wl9Uu\nxE4BgDthX70thdT1PUiFYNqwuaC7EIAABNZCAIG0FuycFAIQgAAEakqgIpAUSmeB5OLZSSAV\nHiR5Ztadg1QNsXNBicNghVQIIt0kVh6k4+WaMqdbEIAABGpFAIFUq+mgMxCAAAQgsGYClRwk\ne5BkZQ9SXyAd1a6KncRQEkiDOUiFYFozW04PAQhAYCMIIJA2YproJAQgAAEIrIhAJQep533J\n0n2Q3IW+QKpfiJ1uCLurIg0VD5L6e6D1FGlY0ZuH00AAAs0ggEBqxjwyCghAAAIQWAyBSojd\nCA9SDKuTCnEVuxRut5gzz38U9yWF/oUsdHayoyA9dBxSZ++XxzD/oXkFBCAAgfYSQCC1d+4Z\nOQQgAAEIDBOoCCRXgJMQGhFil7mKnaLa1iqSLNAulIYw5EFy3xFIJUI8hQAEIDADAQTSDJDY\nBQIQgAAEWkNgRA5Sd4RAijeKDVeGcGaNZOxBKgSShNBO3vMgFTlI9iC50MQa+8ipIQABCGwc\nAQTSxk0ZHYYABCAAgSUSGMpB6nuQfPNYh6/FsLo8HERhooV1VrKrhNh1Q44HaYlvDA4NAQi0\nhwC/KrVnrhkpBCAAAQhMJ1AJsdPuqYqdX2lRFAWRRFMUSNp5nQLJxRcqHqRwlFdykOQ9coly\nijQIAg0CEIDArATwIM1Kiv0gAAEIQKANBCoCyfk7EhkOsXNzQYToQZIKicJE29cVYpeEWSGQ\n3Lf8YLhIg9bzY6gg0CAAAQjMSgCBNCsp9oMABCAAgTYQqOQgyVOUijR47IVA0vo9r+iE3SRU\nvLjKls5bCKSYg3QYBZJFXmy98MAcgZSA8AgBCEBgBgIIpBkgsQsEIAABCLSGgMVF8hipdPZQ\niF30IEkp9T1IeRIqqwYU+6GTFmW+JYZ25OuqhNhlIRaYQCCtenY4HwQgsNEEEEgbPX10HgIQ\ngAAEFkygEmKn8LqdnhcmnsViJAqiDxe5P3mNQuyy3fwwuJhEIYjcd4u8BTPicBCAAAQaTQCB\n1OjpZXAQgAAEIDAngYpAGvAgFSF2ci25+IHbujxI6byDIXYVgaSL/IFEEgKpN1f8hQAEIDAT\nAQTSTJjYCQIQgAAEWkLAYsIiIzaLiwEPUgpt0z1i8/MSUEmopJes6jH1owix04ldpMF9L+Ug\nZfYgUcVuVbPCeSAAgUYQ4FelRkwjg4AABCAAgQURGMpBCsdV7OytScLEp9NyfULsJNh2FGJX\nyUHqizuu9Qt6c3AYCECgHQTwILVjnhklBCAAAQjMRqASYifRMehBKnmMMlWy2yotz3aCBe2V\nzluE2Om4u+FQEqkUUifvkTxIGQJpQdA5DAQg0A4CfGi2Y54ZJQQgAAEIzEagIpD0Egmko5Rv\ndJyD1DvWhSzUp4pdDKUbUaTBY5ht6OwFAQhAAAImgAeJ9wEEIAABCEDgmIDFRJGDJNGxrQtl\nKvs9JJC0bZ1V7NzPoq967hC7Sg6SPUhaj0ASBBoEIACBWQm08UPzCsG5XObwhI/LPia7R0aD\nAAQgAAEIVHKQXKShOzYHKd9Twk8KdVs1OZ+3HF6nohGxSENFEKlM+YFEHEUaVj07nA8CENho\nAm3xID1Gs/RfZR+S3S57l+wfZLfKLJLeKft52VUyGgQgAAEItJdAJcRuhAepLIhcpKG8vEpq\nPm+5gp0Wsx35jyoCyd4vi7xVdoxzQQACENh0Am340Px3mqTn9CfqPXp8jcwiycLInqQrZdfL\nvk32VbJ/KXuxjAYBCEAAAu0jIE10HLbW8yCND7HTvusSSK6mV/EgqeMu831O64trezccHXZC\np1jWNhoEIAABCEwh0PQPzadr/BZHvyf7IdnrZKOaL4ifLXue7EWyW2SvltEgAAEIQKA9BBxV\nMeBByjqdECvDmcJgDpKq2HXWmYNUEUjqn3KQMnuQPIbYJPDwICUYPEIAAhCYkUDTQ+y+Qhxu\nlvlxnDgyKl1DwqtkT5bdLfsmGQ0CEIAABNpFIAkLiwxfGWLuzvgcpMwCZV0eJJ+3EmKnkuT2\nIA2F2OkXwKb/GOrZokEAAhBYGIGmC6RHi9RrZIO/so0DeIc2vEH2gHE7sB4CEIAABBpLIAmk\nWBnuur6w0IWyJ5h6gqQsiHRtWVsO0lCInWZlJzvoVgSSxJ1LlFOkobFvWQYGAQgsg0DTBdJt\ngvZpslkvDq5wZ1HlAg40CEAAAhBoF4GKQFL8XPS8dKsCycKk3/ILuojWJsSun4NkQVR4jCzu\nKNKQ5otHCEAAArMRaLpA+hVheLjsN2WPm4Ak5SA5V+ms7CUT9mUTBCAAAQg0k0ASFtGDpItB\nXN46LvM9lIMk8VT2KK2Sis87GB3h+yBZICWhFyzuspAVy6vsIOeCAAQgsKkE0sVgU/s/rd8v\n1g73k/2Y7Mtk75PdKvuo7C7ZvWSuYneD7P4yhyb8a9lfyGgQgAAEINAuAklIxJA6qaFthx8c\nhf0UYmdBUvIghQv6de3ea0LkfgzkIClaYiAHSQPq9T2X2MuKUME1dZnTQgACENgMAk0XSC6+\n8FOyl8p+XPY5skFPkkuivl/mCnY/LXuv7LTNF66vlZUvpJOO+VmTNrINAhCAAARWQiAJpOhB\nkjiyPrKqSALJgqTsMZJAyuoRYpeHLfWlk+9H0VRc24/k/fKgbpTYu+V4HFpDgwAEIACBcQSK\nD9FxOzRk/c0ax9f1x2Kvke9/5Iuabxx7p2zR7Rod8Adkswok94kGAQhAAALrJTAokOI1Un/K\nAqn0uZ7t6Ve4smBaZe8rIXY39sVcfuCiDHnRR/XPIXfhnlJe0io7ybkgAAEIbCKBtgik8tw4\ntM62zPYeHfyRc5zgGdr3F+bYn10hAAEIQGDxBNI1MXqQpIpiiJ0UxhiB5BygtVaxK0LsdFHb\ndZWhbs+DdHFC0+nnT2lF9Ial9TxCAAIQgMB4Ak0v0jB+5GyBAAQgAAEIVAkkD1IURFJLUTBJ\nWSSBVMlBykPXOUi1CLFLAijbj31NQq/In5KSKtZVh8wSBCAAAQgMEkAgDRJhGQIQgAAE2kog\nCaTCg2QQEhdJINljU4TUSRypEvjxsvddYauE2En9xLC67gX5kEpiSOtj37UzAmmFk8OpIACB\nzSbQ9A9Mh66dJL/n1XrdazZ7auk9BCAAAQjMSaAikLbCbrxGykUU83h0LIuPUn5PZo9SIZjm\nPNdpd3c/ihxadTyG0A0WaZA6OvQGDaDp1/vT8uT1EIAABAoCTf/A/HaN9FOK0c7+5NnaFYE0\nOy/2hAAEINAEAumaGD1I3ZBvK4fHBQ7KHqRCIGnAtaliJwG04451L0QRl4SeVVHsu0RSGlsT\n5okxQAACEFgqgaZ/YD5F9H5L9gTZS2UvkM3S3jrLTuwDAQhAAAKNIpCERRQVikGP18gPHguk\nSg5SCFltQuzU1yjcsvODZb7DgQeRPEyNmi0GAwEIQGBJBJoukD4gbk+S/anMYuk5stfLaBCA\nAAQgAIFBAkkgVTxI2qnsQSqH1F3I11fFzsUhLNBi64TdGGLX3asKJCm6Q1/oNYCmX+/7JHiA\nAAQgcHoCbSjS4F/8vqWP6mdPj4wjQAACEIBAQwlUBFLyIGms3f54nYMUhUhv+cjXl7Jg6u+2\nkoezOsv5dKasf++j7j0uPX4shuRWiuIu5VOl/XmEAAQgAIHxBNogkDz6N8ueJXPBhkfJaBCA\nAAQgAIFBAsnLEj1IPYGUHyoNSfdbjc0CydfN/n7ZnirZravMtyp7h3OxV/pzFPKeB+lcFEhJ\n6HmHKJCcT5X25RECEIAABCYTaItAMoXnyR4te6MXaBCAAAQgAIEBAklY9EVF2JYyis/7+9k7\n4xbzfbRNIXbHVe16m1b21wKp5EHq9+Oeaoid1Fvsf0/sraxvnAgCEIDARhNok0Da6Imi8xCA\nAAQgsHQCSSBFD5IcR9vyEJUFkj1Ibv2wusxV7OxfioKpt2llfysCSRdzeZDk7erG/hbeolv7\nJco7fQ/TynrHiSAAAQhsMAEE0gZPHl2HAAQgAIGFEkgCKeYcyTs06EFKAqnwIPnsV64nzK6S\ngyRxtKv+un8WdIVA0vMo9vSnvE6raRCAAAQgMI4AAmkcGdZDAAIQgEDbCFhEWBxJa6iIt0TF\nGA9S32N0EKvIaWEdhRoqOUjqtHOQfENbC6Qk9DyIXJX2jnSxRyAJDA0CEIDALAT4wJyFEvtA\nAAIQgEAbCFhYFCF1edjyNbJY1vOhHCRD0YvWIZBcHKKcg7QjMWeBZI9R5dpukYcHSVRoEIAA\nBGYkUPkQnfE17AYBCEAAAhBoIgELpBiS5sFJWFh0lAVSCrGLgkhemyiYtM+qK9n5/I4AKQmk\nLXu1RoXY2R12qBwkrvcCRIMABCAwCwFC7GahxD4QgAAEINAGAgMCKZ+WgxRD7HST1lV7kJx/\n5FYSSPmOhFAKsRsUQwcSc4PrekfgLwQgAAEIDBFAIA0hYQUEIAABCLSUgEVE4UGyqBjjQYo5\nSHLX9D1I+aoFkvOP3Ir7IKmvZQ+ShV7RPAZZ6Qa3xSaeQAACEIDACAIIpBFQWAUBCEAAAq0k\nYGFRhNTpAjnRg/ThIicpX3WIXRJIJQ9SDAccmYOUh0whdjGfqpWTyqAhAAEIzEsAgTQvMfaH\nAAQgAIGmEqiE2PXC0nRvoeNm75Kt5zHKwoEqxLni3bo8SIVAUh9U5jsfmYNkDxIhdiJEgwAE\nIDAjAQTSjKDYDQIQgAAEGk+gIpAkLBxiZ69MuVmExBC7/so97bNqgTQyB0n9GZmDRJGG8vTx\nHAIQgMB0Agik6YzYAwIQgAAE2kGgkoMkj8xgiJ0pDAok5SGtLcQuFolwp+QhSmW+7fEaykHC\ng2RKNAhAAAKzEUAgzcaJvSAAAQhAoPkEKjlIfQ9SOcTOBFyYoeRByiRStlbtQXIOksWRdE+v\nZaGTijQ4BLAikLR8oLFQpKHPigcIQAAC0wggkKYRYjsEIAABCLSFQCXETqFp4zxIZUF0IQtr\nqWJXzj+K92wqlfn2fBVlveUJO/RY2jKJjBMCEIDAaQkgkE5LkNdDAAIQgEBTCFQE0hgP0ogQ\nu7XkIFUEkiZAHqQsFWnwfBSCSONwme9iuSmTxTggAAEILIsAAmlZZDkuBCAAgXoR+KfqzhPr\n1aXa9cYiorgPUh464zxIpRC73KFu6yjzXdwDyRTlJUo5SKn/RZidizTIy4VAMigaBCAAgRkI\nIJBmgMQuEIAABBpA4Fs0hi9rwDiWOQSLiiLnqOd1yYrl/olHeJDWH2Knvkm0FWW+3dVCENmD\nRIhdf/Z4gAAEIDADAQTSDJDYBQIQgEADCNjrUfJ8NGBEix/CUIidTjEokFykoZKDNLC8+F4N\nH9FFGiohdhJBO+NzkGL5b4o0DHNkDQQgAIGRBBBII7GwEgIQgEDjCPgLMl+SJ09rRSC5zLd2\nHxRIIzxInVWH2Pk+SBWBpGWL35E5SB6DwwX1SIMABCAAgRkIIJBmgMQuEIAABBpAAA/S9Em0\niEg5PK4M5xvFThFILvNd8ShNP8vp97AHaSAHqXIfJJ/BYq/fMoo0JBQ8QgACEJiBAAJpBkjs\nAgEIQKABBPAgTZ/ESg6S83ZcInvgZQP3QfJ9keqQg5SlELsk8MoeI3KQBiaRRQhAAAKTCCCQ\nJtFhGwQgAIHmEMCDNH0uKyF22t2V4QYFksPYSjlI+QVdSFcdYjcqB2lsiJ3HQBW76ZPPHhCA\nAAQSAQRSIsEjBCAAgWYT8BdocpAmz3FFIPU8SCMFklmmttetCKa0eqmPQzlI6qvmNjvQWZOg\nKzxILt7gcMGl9oiDQwACEGgQAQRSgyaToUAAAhCYQMDiqPzFfsKurd10ghykcEHio+RRWgm7\noRwkh/lJCJWLNBQ5SPIeOcQOcbySqeEkEIBAEwjwi1ITZpExQAACEJhOwOIIgTSZUyUHyV4X\nCYvkkUmvHMpBykJWhxA7iaauCzcM5SB5DHiQ0vTxCAEIQGA6ATxI0xmxBwQgAIEmELAHAS/C\n5JkcCLHLxlWxK3mMsj0JkNLy5BMsaOtQDpL6oHWZS38nQVf8AGqBJCuWF9QHDgMBCECgsQQQ\nSI2dWgYGAQhAoEIAD1IFx8iFikDqe5Cc11NuI+6DtPIqdkM5SBJHF6u/IwWS1ls0IZDKs8hz\nCEAAAhMIIJAmwGETBCAAgQYRwIM0fTItIlKIWuh5XbLkkUmvrgikPHSdg7SOELvKfZDUh7Mq\nFlEWSEUOkjqOQEqzxyMEIACBGQggkGaAxC4QgAAENpyAP+v9hZkcpMkTaUaFIJLoGBViV8lB\n0j7rulGsxVCp5WNzkNRHecEywitLtHgKAQhAYBIBBNIkOmyDAAQg0AwCSRjxJXnyfFZC7HST\n2FFFGir3QcpDdkGeplrkIEkIWTQlD1gRUuccJIu9yUNnKwQWR2Av7Hz3R0N44OKOyJEgsFoC\nCKTV8uZsEIAABNZBIAmjJJTW0YdNOGdFIFlUZKFbeJT6A6iE2GmdPErZqgXSiBykoBykWKTB\n3ayE1Gk9RRr6k8fDaghshey5l4bd71jN2TgLBBZPgF+UFs+UI0IAAhCoG4EkjJJQqlv/6tKf\nETlIxyF3/U4OCKRsT0JqvTlIebhIIqgj11HKS7JAstiLDQ9SIsHjKgi8t1dRMdsO3Xev4nyc\nAwLLIIBAWgZVjgkBCECgXgSSMEpCqV69q09vLCrKHqOpOUjaXyF2K61iJz0WQ/qKHKQb4xdS\n+bF6IXbaHMPsiuu7BZJuJFssewcaBJZF4OoQHqljZ92Qv31Z5+C4EFg2AULslk2Y40MAAhBY\nP4EkjNLj+ntUzx4Mhdgpx6gsmNzrSg6StIiLNqwyxM73QHIrBJIEUFyXhYO0zn0uBJHCBF2q\nPIlkv5YGgaUR6ITdh/ng++HwzUs7CQeGwJIJIJCWDJjDQwACEKgBgfTlOD3WoEu17EJFIEl4\njCvSUAhNF2lYcYid84/ckhgKKu8d10mplUPsCoFEiF0PGH9XQ0Dvt4fIY5lfEsJtqzkjZ4HA\n4gkgkBbPlCNCAAIQqBuB9IU+Pdatf3Xpj0VFqgLnkLVRIXYDOUhhT18IV8k1eZCSGNLJd9O6\nJJrsQbLYi00Xeoo0JBg8Lp2AQk5v1EkGPa9LPy8ngMAiCSCQFkmTY0EAAhCoJ4HkOUqP9ezl\n+ntVyUGSd2iUB6lyHySlWsiDlGW6q+yqRNKgGNKpfQ8k/WZ/7FWyyMODtP73Uyt7oP8P99fA\nfX8wGgQ2lkDxAbqxI6DjEIAABCAwjUD68p4ep+3f1u1yRnRoAABAAElEQVSVEDt5kCwoB38J\nr+QgSZRYMIUrVcnu9l5+0rLZDQkkJcOfVVnl8P5jgTSQg0SZ72VPCsc/JnAUjn5OIulVx2t4\nBoHNI4BA2rw5o8cQgAAE5iWQhJEFgL7329lAG0GgIpAEaZQHaSDE7kC/lCvIbXWFGoZykDSO\ni+VF2tPMpnmtCCStPNAXVq73IyacVYsncCYc/U8d1UaDwMYSIMRuY6eOjkMAAhCYmUA5tC6J\npZlf3KIdLSIGcpBGVrErGEp8RA+SlNWqKtnZg6S6DL3zem62eiF2Kf/IqyyQLPZiUx+dg1R+\nD6RNPEIAAhCAwAgCCKQRUFgFAQhAoGEEii/0Glf5ecOGeerhWFQUIXXyyozyIFkQ2QsXPTJS\nKlEgacWqbhZrgVQWQ3IbbZ2Vh6go2qDtlRwk9a3iUdJ2GgQgAAEITCCAQJoAh00QgAAEGkKg\n7D0oP2/I8BY2jEqInY663QlHhWDqn8Uhdm7RYyTPTExG171fVulBGhBIsUhDeV1FENmDJJFE\niF1v3vgLAQhAYCoBBNJUROwAAQhAYOMJlL1G5ecbP7AFD6AikCwqJC58k9VySwIpctRC34OU\nr0ogOQepLIbcN+cglddVBJK8S5T5Ls8gz5dK4OMhXL3UE3BwCKyAAAJpBZA5BQQgAIE1Eyh7\njcrP19yt2p2+koMkcbTdlbgY6GVFIH24yAXKVxliVw6nc22GQdHkPldykLQPHqSBiWRx8QT0\nn+MxF4Xd2+RWfejij84RIbA6Agik1bHmTBCAAATWRaDsNSo/X1d/6nreSg6SPUi6SA4KpOgx\n0gB6HLNwIO+NtNRKizSUvUU6dedi9bUsmio5SHk4Uh8p0lDXN12z+rXzGKXoZRJI+u2ABoHN\nJYBA2ty5o+cQgAAEZiXgL/PpCzQepPHUKiF2PQ/SkEBKHqRySN2eBEp5efwZTr9lqEiDDqkQ\nu6wsmiohdhZ5FnunPzVHgMBkAnofPlh3EcjvHcIdk/dkKwTqTQCBVO/5oXcQgAAEFkHAouie\n/oHwII0nWhFIyt3pjPAgJYFU5iiv0vpykMaE2BWCyGGCFnvjh80WCCyGgIT49TrSYN7eYg7O\nUSCwQgIIpBXC5lQQgAAE1kTAX+aTQMKDNH4SLCJ690HKeyFp03KQeodyRNHW2nKQJH7kVcqT\nh9BdquQg4UHqzRJ/l09AYv1anaXszVz+STkDBJZAAIG0BKgcEgIQgEDNCOBBmm1Cihyk6/oe\nlxEepGoOUu+4F/TFcK0hdvrlvvyltJKDpHs1STBleJBmew+w16kIZFfpvXb3qQ7BiyFQAwII\npBpMAl2AAAQgsGQCZQ9SOTRsyafduMMXIXZyCUVB0RMXlXGk8KGyILJoKi9XXrDghRE5SNnF\n6mdZIFVykDSoXp9zwuwWPBccbohAdqWKltw+tJoVENgwAgikDZswugsBCEDgBATsQfKXeH9x\nJsRuPMBCIKludhRIW8Nlvu2dsZWEZm62qwqxGyzprTLf4azypQZD7AqP0VF/DDeSh6Rpoi2X\nQP5mhXz+znLPwdEhsHwCxQfo8k/FGSAAAQhAYE0E/GXeXgQXGCh9sV9Tb+p7Wl8TYw6SQG1b\nSR6FfYvKwTbIUQ6nlYbYvb/cIf1i7xykQQ+SxV5sehLHoCQ0rvkJCo9LIbAT9r9oKQfmoBBY\nMYHTeJDs5n+U7HH9Pl+y4r5zOghAAAIQmI2Av+v7S71FEh6k8cwsKqKYULxcFBNaGCWQ7DEq\nC801h9gF3wepLJBG5CCFoIs0Amn83LMFAhCAQEHgJALJJRz/u8wVkd4ge67M7ddkPyZbVRy2\nz0mDAAQgAIHpBPAgTWfkPYoQOz2JQlKKYpRAstgsX+skkDqrCrEbykFyiJ2q7U0NsbNXbDYM\n7AUBCECg3QTmFUj3F67XyZ4u+wfZu2Wp6TM6/JDsb2SrulCkc/MIAQhAAALjCVgg4UEazydt\nKQSSVFEUE3K5jRNIJQ+Sy3xXBFM63jIeh3KQVDVs0IPkPhdiaDvs23Nol1exbhkd45gQgAAE\nmkJgXoH0Mxq4f736bNkjZBZLqX2Vnvy47JGyb04reYQABCAAgbUTSCF2FkmlL/Zr71fdOmAB\nEXOQ9CSKCYGbQSC5AMZKc5DK3qLQuw9SVg6xc58t9mLTQhyDJj96xdJ6HiEAAQhAYDSBeQXS\n5+swPyf78xGH80XlObI7ZY8fsZ1VEIAABCCwHgIWRfYi2BBI4+fAoiKKCf2JAkmiIi4PvMQ5\nRyWO+QVdTFcVOTEUYidxphC7o7JoquQgaSBxDFJHcUwDY2ERAgshcBh2vmk/7N6ykINxEAis\nmcA8Aule6usVsrdO6LMvvm/u7zdhNzZBAAIQgMAKCZQ9SHgRxoMvQuy2wm4UE1JBowSSPXHl\nHKQ93YeovDz+DKffMiSQFN+uELshD1IhhnRhjmPQ4Ip1p+8GR4DAIIHsKXovXjO4lmUIbCKB\neQTSXRrgB2SPnTBQiyiH2Dk/iQYBCEAAAvUgkDxIRYjdg/Nwv2vz4HwW2jGBQiB1Qx7FhOLW\n/MPfYCs49jdc0BfDVQmkag5SHnQdzzy/gyF2hRhKIk9upWLd4IBYhsBpCeQhu1b/D8qezNMe\nktdDYG0E5hFI7uTLZd8q+07ZpbJyu7cWflV2uewPyht4DgEIQAACayWQPEj+sh89SHnY+bWL\nwu4PrrVX9Tu5BUTMQdLFMYqJD473IFmUpCaBlK0yxK74EnqVKti5EyM8SBZ7sSkesO9B6nnF\n0noeIbBIArof11XypPrHdBoENp7AvALpezTi98t+VvY+2RNlN8leInun7GmyX5a9UkaDAAQg\nAIF6EPCXeYujwvOhX3r1I1durz/tmIBFRRQTyYOUlo93ic8GcpCyPRVKWIUHyaLNVniL1GGH\n3KnTB4Vo0qJFXhR43qYSe9ELdhTyKI69jgaBRROQSL9Cnyu3L/q4HA8C6yAwr0D6mDr5qbKf\nl/nXsqtl18osjNz+pexb4zP+QAACEIBAXQhYIFkcFR4kPb9IF4BVeT3qwmFaP3xNrHiQ5JqJ\nywMvNMuyIJJgWkkVuyiGdO5CIMl9FNfpi2mxTtst8gqBpEmOok+DK9ZpOw0CCyaQO7JITlca\nBDafwEk+LD+iYf8fsu+Q3SBzQt4tMnuWaBCAAAQgUD8C9hz4S73NYsnNX/ARSBFF/GNxJJ1R\nFkh5FBbHuxTPyhxVZrvrELuyYCp2XPCTlDNWiCGFNJ2122uSQLpVAunB2qfkFVtwtzgcBCKB\nM1nI9XajQWDzCfiCcJL2+XrRjbKbZa+Wuf2qzOtpEIAABCBQLwIWRfYelTxI8Qs9Aul4ntIP\nhtFjJOGxrbC5mQSSxMmebBUskwepCKdTLllcp8SPYp2G5H5bN6WGBymR4HGpBPT/4HVLPQEH\nh8CKCMwrkK5Vv14m+0PZ40p9vEnPv7G//t+X1vMUAhCAAATWT2CMB2llhQXWT2B6D5KgiGJC\nv4Rv68tefD7ipZUcJFXvurCiHKQkkAoPkkL74jolfpTWVXOQ5F7KlUDf1QU/icARQ2IVBE5H\n4O/CvryZB//5dEfh1RCoB4F5BdLz1O2nyJ4ve0VpCH+u50+W/Znsh2VPlNEgAAEIQKAeBJIH\nqQgN0xfmi/SlfhVej3oQmN6LJJCiB0lspnmQyiF1EkwrCbEbEkjq9MWayyOJoFiIoT9MC7uK\nGJLYO9DAKNIw/X3AHick8Ok9D/UJX83LIFAvAvMIJH2+xmIMv63HZ8qci1Ruf6CFr5H54vK1\n5Q08hwAEIACBtRJIHqRSiJ1zkHIE0vG0VASSLniTPEiF0Oy/3PdBWgXLoRwkiaOzOnc5vM5d\nGhJIDhfs9O/tdDxknkEAAhCAwCgC8wiky3QA/3r1ylEH6q+7TY9/Lbt+wj5sggAEIACB1RIY\n8iDp9PaArOJL/WpHevKzJY9L34O0JQ9SNi7EbkAgucz3yqrYWeSW+rUlD1IlvM4EvD0JPi+7\nHTqvqveUvxCAAAQgMInAPAJJOaDhbbJPmXBA/0p5k+ydE/ZhEwQgAAEIrJbAKA+S1yGQjuch\nCYooPqZ4kCo5SAqc8HI55O74qIt95h8py7lGQV4hrcsq67SPRV5FDGk88iBV1y22axwNAhCA\nQHMIzCOQPOo/lj1D9nVeGGiuf//zMt3YOxZxGNjMIgQgAAEIrIlA1YOk0mcqSy1BQJGG0nwk\ngRQ9SKprsOOwtNL28lN7kApB5CINKwqxGxJI6uPMIXbdsFURTeUB8RwCpyFwFHa+7ULY/eHT\nHIPXQqBOBOb9sPx36vynyV4s+xHZW2S+eey1ss+QXSF7oezlMhoEIAABCNSDgAWSv9THHCT9\nipW+3ONBOp6fikByOJp+QZwkkMw0NYXYFfeXSuuW8egcpAFvUaxiN7Au9rtyfZcgPsCDtIwp\n4ZgmoCoh/1r/gfye+1GIQKAJBCofoDMM6EPa50myn5F9nuwrZPrhLLZb9fdZsl/sLfIXAhCA\nAARqQiCF2Fkk7eqbfV8gUaShND/pehg9SBYTUzxIJYFkD1Imp5NEUhaFaOmwC31qD1KlIIP6\nOORV0j5DOUgei71iC+0NB4NAn4De//fWjYjfAxAINIVAuiDMM56Pa+f/rf+Cy/XoggzvljlH\niQYBCEAAAvUj4C/z9h7ZdvXBH7/crygsrH40RvcoeZCi18geJAmKcR6kSg6SxIeXw5XK6dL9\niCxCl9WGxFAndM6qQERFNOnkI3OQPKZldYzjtp1Afm8ReGXbKTD+5hCY9mHpkDn/4qTP/PiL\n1H30mC4iehrbB/XXYRrlUI17tGyjQQACEIDA+gmUPUjKP0oepMrn9vp7ud4epGtb9CCJka+P\n4wSSRVAKU9TTgz1rzmPP3NIGMiSQJI4u1q/3U0Pseh4kBNLSZqbFB/5wCK5yrM+Y/C9bjIGh\nN4yAoggmtj/WVgugVLnutf1lr5tk36vtm9L8S+onyy7ZlA7TTwhAAAJzEPDnvL/823sUQ+yS\nQNKXZkKujkFWBJKEhwWSmY1qkWPakDxIOkBJNKWtC30ckYPkELt8qkDSPofq57QfRRfaWQ7W\nDgJXhN0nK9siuxAO/rAdI2aUbSAw7cPSb/a3y+7ow3i5Hu/Xfz7p4S2TNq5h29fonJ8te6/s\nN2XvkLnq3i/JniLzrx+KPggvkj1TdqeMBgEIQKAJBJII8pd6f+HX8m78Iu+8mevycPGt2WDi\nfxOGPfcY0vWw8CBJSE7yIMUwRZ9FF48YYqf9y5EUc3dghhdIDFVzkHROhdgNzZ/7nQRfOqxy\nkBBICQaPiyOg3KPP0Xurqy9Sdfvut7hBcqTWEUgXhHEDH/QEfce4HWu63r+c/rbsy0v9+zd6\nbo/RD8u+WvZHMgumx8i+UfYg2efIdM2hQQACENh4AumLfMmD5Jua6iuNmj4k/aV+0AMRt7Xs\nTxIUURT1vS3jBNJgDpJC7MzSwtM6dGnNAmlgrjJ7kBTlVGkWeYPX9wOKNFQYsbAgAvok+UQd\nih+WF8STw9SDwOAH6LRe/Zx28IezRca4C8e0Y6xy+zN0MoujP5S58t4DZRZ9r5Q9WPZ02f+Q\npfZv9eRHZV8r+/W0kkcIQAACG0wgCaSSB+lYIOnLzbK9HpuCLgkkiwvLRxVpGHudM8vohfO+\nWrhgiBIgxTqvX0IbEkgScspBGhRNsd+V67vH0hd9S+gWh2wzgcNw8K16b13XZgaMvXkEKh+g\nU4bnD/5vlt0qG/QsTXnp2jY/TWd2gYkvk8Vf+PTo/r9U9ruysjjSYvgJ2bfJPkt2GoHkkL3v\nk6UvJno6sT164lY2QgACEDg5gXKInb/Y+3Op/EUegdRjWxFIeejo+ji2il3iGF8p982Fe8Vn\nSxdIzkHy7TZKLT/bpUhDiQdPV01Aqv09OqeNBoHGEJhHIPmCcLfMH9D6MWojQtBuUD8dQpfE\nkZ5G75FCxkfGynr9u2TXy07TzMiFLWYVSA84zcl4LQQgAIEJBNLnkEPs+jlIlS/yCKQevHQ9\nLDxIutQdjuFaEUi6Ih7kee7rx7JZ2oN0rtwnXYy1rltZp+3udxJ8cfeeB8mijwYBCEAAAtMI\nzPNhKQ9q+ErZf5e9TPZ82Ttkg7HPWhUTVmPSqhfW2PyLxufLfNFKIukpeq6w+/AI2WAzj0+V\n/fLghjmXP6j9Hdo3a3Mo4C/MujP7QQACEJiDwJAHSV+WL1KVtiMVadCX6B19Plo3tb4lQRFF\nkRhNulFsJQepT043i6145pYB1AKpkoOkC7PWDZX5tshL44n9yEP2cf2u6egGGgQgAAEITCFg\noTBPe652tnfkS2W/J7NAcmLeoP2g1tWhOZTuCpnD6b5S5n79R9nfyiyUvl6Wmln8ouxS2Z/I\naBCAAASaQKDsQep7PrYcYndXb3D5sr0em8IwCQp7ghQiEct8R7E0YgDmKD1UKZMu0VTxzI14\n2alXDQkkdWNcDpL7l8bk/Ch7mXz9pkEAAhCAwBQC83iQfKh/kKWS35MO/dZJG1e4zV6ZL5Y5\nF+lJ/fPa4+V1Pyp7key7ZLfKHi+7VvYHst+U0SAAAQg0gUDZg1QKscscMu0fkBBIvVm2mIjh\ndV6UuvD1cZJA8m4Wn8n9JoG0JZbFIbx90c0Cp+JBUj+Vg1QNu9M+qd8eQ+yQPE3ntK8FFg0C\nCyOgN+OTsrAtN/ThKxZ2UA4EgRoQmFcgfWsN+jxPF/xL4FfI7D16ouxmmcMDPyj7fpkvbl8i\n+wyZLzo/K/sBGQ0CEIBAUwiM8CDFULA9eUnObwc8SP2JLsSElyUotDyxSIN3M9t7/ESSam9F\nVezsCSq1XKKnWxFN2pgEUuFB0rpzCrO7uvRCnkLg1AS2wu5/00H8f+CRpz4YB4BAjQjMKpD8\nK6M9LDfJ7B36M5l+LduY9tvqqa3cPqaFfyZzaN0NsvfIlvrTn45PgwAEILBqAoMepC39cnSR\nvsz7M3xPhgepNyMWE0lYTPMgpetfEp8+gteVqwN63aLbUIidhNyoELt0LSuu8RJH9iARYrfo\nGWn58fSesujGe9Ty90ETh198eE4YnL0vL5RdUtrnbXr+T2WvLa3b1Kf2Mr1rUztPvyEAAQhM\nIZC+xDsUbN/75vv52Ww30xf6TF6kpYeFTelebTZbICVhEXRh2NGXv0IwDfQyctS6kiCKgnPZ\nYnNIIKkPFx9J/Az0L/W7uMZrLBJIOQJpABSLJyfw170cPP0f6P5/Jz8Kr4RAPQnYezKpPVwb\nnY/jD/0/lv2czOFpD5W9WJYuvHpKgwAEIACBGhLw53TKk+k97kdPQt+DRIhdf84qAkmCYtqN\nYv2y8jVQ3rilF2mo5iDl9gRmHdm4ELuSQOoqxA4PUn+ueVgAgU8K20/SjyxZHg5fuYDDcQgI\n1IrANIH0z9RbXSdivs4/0uN3yh4oe4HsIbKvltEgAAEIQKC+BBxilzwePQ/SUcdhWfsyQuyO\n581iovAgic2kMt+JZ1kgrSLEzj9WFt6iG/tFF9TXcQLJoi823UzWr8OD1OfBw+kJbIXO5+lH\ngVz/Cf7q9EfjCBCoF4FpAumT1V3dOyH8VKnb/gUyLT+0tJ6nEIAABCBQPwL+El/1IB061Moh\ndjkC6Xi+LCZSaJqKNGSTPEgWQ26FQJIX554sdJZ5nyGH8/maXYghqbkoeHSf2kI0uVNqSeiV\nPEgOscsQSD0+/F0MAd830gUa5JykQaBZBKYJJBdnuEM2+Oa/pY/hhv4jDxCAAAQgUE8CQx4k\nfaL7yzYhdtX5Ggqx04WvEEzVXQuPXDkH6d3K8blxYL9FLjr/yK0QSHoe12kiy+u8T+p3SSBl\nhNiZDG1hBPT/w5FEty3sgBwIAjUiUHx4jumT3fnpl6jyLunXqmX+WlY+H88hAAEIQOBkBMoe\npF5oWNdfrFMVu44/52m9m6oW1zt9+dP1MUuet0E+QyF2Kpl+s/b/qsEdF7icvD+FGNoNu6NE\nk085JJC64ehcJ3TSMRbYLQ7VXgL5c45C/uH2jp+RN5nANIHU5LEzNghAAAJtIFD2IPW/8Lsw\ngz0KGSF2x+8AXw8LgeQcJC0noXG8V++ZitzFfYsQuzx0bpYH6cGDOy5wOYmh9AOlKu3lZztK\nE5aYK0RT/3yp30UOksLr/DrE8AInpO2H2g0HL2w7A8bfXALTQuyaO3JGBgEIQKAdBIY9SHn8\nohxD7OT54Etz731gMZGEhURHrltbDN2AtfyOMb9CIEmsvFMi5Mqb8nB5eacFPk8CqRBD6mNc\n9/5hgZSEXvEjaK+QQ7argaX7Yi2waxwKAhCAQLMIFB+eE4Z1L237VwPb9Vkbm38tG9zmDX/Z\nNz+nQQACEIDA+gj4S3wKCet5kLLsInkd9AU/39OvZAik3txYICVh4fKtDzsKnedPmDYzLXKQ\nVChBIXa7OsDOTaqJ8foJrzvppiGBpANdLJG013MiVQ6bhF5xjde9ku7xANW5s+ronZW9WYAA\nBCAAgQqB4sOzsra6cKUWU9W66pYQHj1m27O13iKJBgEIQAAC6yVQDrFLQsmiKHqQ9IhA6s1P\nIZCuycNVCkG8SuLxLROmziwLD9ItWfjYTXl+Ryd0/cPhLALJ82IhI606U0v5Q4UHqRNv/Dp0\nDyQfbEggScDpdRZwsfIdAmkm5OwEAQi0lcA0gWRhpAvF3O3Vc7+CF0AAAhCAwDII+Et8KjYQ\nH7PMno+izPd9lnHSDTymr4fRg3QmbD9Cnpmjm8PB2yaMoyKQ+vu9UzlBctLM1P6H9vK18idn\n2rtXsc45YyVBteX7WRU5SaXjJE+YRV9sUsPn7IJS8lQSWv0tPEBgfgJ68z9GKvsd+oJ49/yv\n5hUQqD+BaQLpV+o/BHoIAQhAAAITCJQ9SP5yfaiQLImmrr4zu0hDhgepB89iInpeJHIeIS7v\nFCd72cY1b7P4LJrEys0qfDGrQLpWL/yE4sXTn1jfFN4j7+4cJOU9Vdb1DzPCg9QTUjthVwLJ\n2o4GgZMT0EfIa64I+W/ot5dvPvlReCUE6ktAEQQ0CEAAAhBoMIGyB8nD3NcXf+fORIEkxYRA\n6k1+EWInofMI2aTwuh7HUg6SV0gcKb0nOMRulub83mtm2bG/z5BA0nrnIM0lkFz5bo5zsisE\nhggchq2n6AeEiw5D/qKhjayAQEMIIJAaMpEMAwIQgMAYAmUPknc5CB17Phxi15UHiSp2fW6F\nQJJolAdpJoFU8SBJrLiS3awepMt1jvv3zz3Lg4VNRQypwLfXjQqx8/EcZldEidwagsPz1HqV\n73rP+QuB+QnkYeuZeh9dOBMOXzH/q3kFBDaDAAJpM+aJXkIAAhA4KYEhD1KWqdyzPEjykvhL\nMx6kHtkiB0niUTlI8wskFU2QBym/Xq6kQphMmLSTeJAGxFDHOUgV0VQ6n8PsLPp6TWpKAk43\ni8WDlJDweGICn6X/H7MUIjnxCXghBNZNAIG07hng/BCAAASWS2DYg7SV7+gLTgyx06kRSD3+\nFhOH1+fhComOa45CPi3ETvyqOUhH4VACKdu+PgT9m9gsoBwydz+ZTjdTGxNiNzIHyQeseJC8\nQifSzYEp0mAWtJMR0Jv+kXonXaofAl5wsiPwKghsBgEE0mbME72EAAQgcFICQx4khdhJNDnE\nLoqktgqkz9D4byhBjSF2O70Kdt2jcPAPpW2jnrrSQXEfJO9wSwjv1RfHg+2wPS3MzuF1bhZK\n943PBv7clO8876Z89+tLq+cNsbMHqeLJUo6UPFAdH4cGgRMR2Ao736f3eHc3HPzXEx2AF0Fg\nQwggkDZkougmBCAAgRMSsEAqly07yPQtR+sudHvhWW0VSM8Tgx8qMY0CqavwOuUR3XJrNjZ0\nLb3E9xK6d1qIj5m9Ntm7Z8hDcnhdavdPT9Lj1Xm4RM//hb6Ifllap8chD5K8QVo3skiDXzYk\nkLTunLxICCTToZ2IQB46X6AXvk2mtx8NAs0lUPl16RTD9HEeLOM/zSkg8lIIQAACSyBgMdRP\n0I9H31dmynYejvazsKXvy60t0nCNaPhG6Kn5OnYoILPkH/k1d8iu8JNy07fGmyWSpnmQygLJ\n/XhD+Rhnw+5T1Q9XqPuk0noLJHmAKs05SPdU1hwvVHOQtF5pSAqxIwfpGBHP5iWg99D3HoX9\nN8/7OvaHwKYROIkH6as0yJ8vDdS/cH1U5nCE98meIqNBAAIQgEA9CAyG2B1kRYjd0Z6+YLfV\ng+T8n0+UJZETPUiSEY/QurfMMHW3l15b2t2FGqaW+k4C6Tbta4FUaSqk8E+04n2am4eVCj5Y\nIFUKMshTdVaCbFA0pWMN5SB5Xx0TD1IixOPcBLbD/v+juNI3zv1CXgCBDSMwr0D6Co3Pd//+\nJpk+Z4PjqF8ou0z2CpnDAn5dZm8SDQIQgAAE1k/AHqRyiN1+vhU6+rKsHCTfKLaVAknf8YJF\niq9jT5S5RYGkFQqxm1qgwfuP8SC51Hc+iwfJnp9bZRWBdGMe5+Opul/RT6p7O9eH3Yf5ZGpD\nAqm3bmyRhhEhdpk8SOQgRZr8gQAEIDCBwLwC6Ud0rHfJHifT9TU8TWaR9FzZF8ke01+2kKJB\nAAIQgMD6CVQ9SLsOI5MPKQokh97Fkt/r7+Vqe2DvkZujHj4zPpNAyu4bBdN1urjN4kGyQCqH\n6MXDSBzdrNdPE0i+bjqH6QOygRykrS/W6zsXwsEvKRzudk1UCrOz56fiQdJ2iaZuZZ32SW1I\nIEn8ydtEiF0CxCMEIACBcQTmEUje9+Eye4hSvPRT+wf+zf6jQwv+Xvap/WUeIAABCEBgvQQ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YAoYACDQpSEUIkhdByoT5hjSMgoud2k3U4UUJ0g0Td7ozlMEquQpSzVUCceKf31bU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69j2bZdj4sh1+aj807XLwK0lH2GAj9Cmluq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\nECMAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot.ts(qurtly_ts, ylab = \"Gas Price\", xlim = c(1985, 2025))\n",
    "lines(exp_model$fitted[,1], col = \"green\")\n",
    "lines(exp_pred[,1], col = \"blue\")\n",
    "lines(exp_pred[,2], col = \"red\", lty = 2)\n",
    "lines(exp_pred[,2], col = \"red\", lty = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series: qurtly_ts \n",
       "ARIMA(2,1,2)                              \n",
       "\n",
       "Coefficients:\n",
       "         ar1      ar2      ma1     ma2\n",
       "      1.5362  -0.7066  -1.7745  0.8596\n",
       "s.e.  0.2751   0.1602   0.2950  0.2688\n",
       "\n",
       "sigma^2 estimated as 1.735:  log likelihood=-181.38\n",
       "AIC=372.75   AICc=373.34   BIC=386.16"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "auto.arima(qurtly_ts, seasonal=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Call:\n",
      "arima(x = training, order = c(9, 1, 5))\n",
      "\n",
      "Coefficients:\n",
      "         ar1      ar2      ar3     ar4      ar5     ar6      ar7      ar8\n",
      "      0.4280  -0.7114  -0.5900  0.2386  -0.8437  0.1173  -0.2153  -0.1135\n",
      "s.e.  0.1612   0.1742   0.2198  0.1830   0.1309  0.0866   0.0728   0.0744\n",
      "          ar9      ma1     ma2     ma3      ma4     ma5\n",
      "      -0.0288  -0.4429  0.5897  0.6914  -0.3491  0.7853\n",
      "s.e.   0.0697   0.1509  0.1661  0.1995   0.1583  0.1045\n",
      "\n",
      "sigma^2 estimated as 0.01866:  log likelihood = 181.04,  aic = -332.08\n",
      "\n",
      "Training set error measures:\n",
      "                      ME      RMSE       MAE       MPE     MAPE      MASE\n",
      "Training set 0.002533849 0.1363912 0.1070368 -1.229865 11.34235 0.9391443\n",
      "                     ACF1\n",
      "Training set 0.0002200959\n"
     ]
    }
   ],
   "source": [
    "# Splitting data into training and test \n",
    "\n",
    "training <- window(gas_ts, start=1, end=320) \n",
    "test <- window(gas_ts, start = 321, end=335) \n",
    "\n",
    "model <- arima(training, order=c(9,1,5))\n",
    "#model2 <- garchFit(training, order=c(1,1))\n",
    "summary(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Fitting models using approximations to speed things up...\n",
      "\n",
      " ARIMA(2,1,2) with drift         : -308.3488\n",
      " ARIMA(0,1,0) with drift         : -301.7974\n",
      " ARIMA(1,1,0) with drift         : -299.3179\n",
      " ARIMA(0,1,1) with drift         : -300.6074\n",
      " ARIMA(0,1,0)                    : -303.7171\n",
      " ARIMA(1,1,2) with drift         : -309.302\n",
      " ARIMA(1,1,1) with drift         : -302.004\n",
      " ARIMA(1,1,3) with drift         : -310.4001\n",
      " ARIMA(0,1,2) with drift         : -309.7751\n",
      " ARIMA(2,1,4) with drift         : -304.9418\n",
      " ARIMA(1,1,3)                    : -312.1074\n",
      " ARIMA(0,1,3)                    : -310.087\n",
      " ARIMA(2,1,3)                    : -308.2415\n",
      " ARIMA(1,1,2)                    : -311.0321\n",
      " ARIMA(1,1,4)                    : -310.1504\n",
      " ARIMA(0,1,2)                    : -311.6634\n",
      " ARIMA(2,1,4)                    : -306.5527\n",
      "\n",
      " Now re-fitting the best model(s) without approximations...\n",
      "\n",
      " ARIMA(1,1,3)                    : -316.5969\n",
      "\n",
      " Best model: ARIMA(1,1,3)                    \n",
      "\n"
     ]
    }
   ],
   "source": [
    "model <- auto.arima(training, trace = TRUE, test = 'kpss', ic = 'aic', seasonal=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EECh3gRkzZn8w5lru1HHw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aFx4fQgABBFIWIEFKuQPYfWEFLlHLpyqO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\nA0CL9zEAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Forecasts from ARIMA(1,1,3)”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotarimapred(test, model, xlim=c(300, 340), range.percent = 0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
